This invention relates to a method of initiating code, a method of executing an application, and a heterogeneous multiprocessor.
Complex computer systems frequently make use of a heterogeneous approach involving multiple processor cores from different vendors each with unique instruction set architectures. Generating code for a heterogeneous multiprocessor may be a difficult task for a programmer. A programmer will essentially have to deal with procedure calls that are separately compatible with two separate binary incompatible cores and deal with procedure calls that may transition from one thread to another at boundaries where the other processor may be more efficient. This kind of complexity makes it difficult for a software author to focus on functional correctness using conventional high-level computer language, such as high-level C++ threading primitives and libraries.
The invention provides a method of initiating code including (i) storing an application in a memory, the application having first, second and third functions, the first function being a main function that calls the second and third functions to run the application, (ii) compiling the application to first and second heterogeneous processors to create first and second central processing unit (CPU) instruction set architecture (ISA) objects respectively, (iii) pruning the first and second CPU ISA objects by removing the third function from the first CPU ISA objects and removing first and second functions from the second CPU ISA objects, (iv) proxy inserting first and second remote procedure calls (RPC's) in the first and second CPU ISA objects respectively, and pointing respectively to the third function in the second CPU ISA objects and the second function in the first CPU ISA objects, and (v) section renaming the second CPU ISA objects to create a common application library of the first and second CPU ISA objects.
The invention also provides a computer-readable medium having stored thereon a set of instructions that are executable by a processor to carry out a method. The method may include (i) storing an application in a memory, the application having first, second and third functions, the first function being a main function that calls the second and third functions to run the first application, (ii) compiling the application to first and second heterogeneous processors to create first and second central processing unit (CPU) instruction set architecture (ISA) objects respectively, (iii) pruning the first and second CPU ISA objects by removing the third function from the first CPU ISA objects and removing first and second functions from the second CPU ISA objects, (iv) proxy inserting first and second remote procedure calls (RPC's) in the first and second CPU ISA objects respectively, and pointing respectively to the third function in the second CPU ISA objects and the second function in the first CPU ISA objects, and (v) section renaming the second CPU ISA objects to create a common application library of the first and second CPU ISA objects.
The invention further provides a method of executing an application including (1) executing a first function of an application that has first, second and third functions, the first function being a main function, on a first processor with at least one of first central processing unit (CPU) instruction set architecture (ISA) objects that are compiled to the first processor, the main function causing sequential execution of (2) a first remote procedure call (RPC) on the first processor with at least one of the first CPU ISA objects; (3) the third function on a second processor with at least one of second CPU ISA objects that are compiled to the second processor; (4) the second RPC on the second processor with at least one of the second CPU ISA objects, and (5) the second function on the first processor with at least one of the first CPU ISA objects.
The invention also provides a heterogeneous multiprocessor including first and second heterogeneous processors, a memory and an application on the memory, including first, second and third functions and first and second remote procedure calls (RPC), wherein (1) the first function is a main function that is executed on the first processor with at least one of first central processing unit (CPU) instruction set architecture (ISA) objects that are compiled to the first processor. The main function causing sequential execution of (2) the first RPC on the first processor with at least one of the first CPU ISA objects, (3) the third function on a second processor with at least one of second CPU ISA objects that are compiled to the second processor, (4) the second RPC on the second processor with at least one of the second CPU ISA objects and (5) the second function on the first processor with at least one of the first CPU ISA objects.
The invention is further described by way of example with reference to the accompanying drawings, wherein:
FIG. 1 is a block diagram illustrating a conceptual heterogeneous multiprocessor application;
FIGS. 2 to 6 are block diagrams illustrating development of a heterogeneous multiprocessor application;
FIGS. 7 to 11 illustrate runtime execution of a heterogeneous multiprocessor; and
FIG. 12 is a block diagram of a machine in the form of a computer that can host a build system for deploying heterogeneous multiprocessor application.
FIG. 1 illustrates a conceptual heterogeneous multiprocessor application 10, including code 12 to run on a primary instruction set architecture (ISA), code 14 to run on a secondary ISA and common data 16.
The code 14 includes first and second functions 18 and 20. The first function 18 is a main function, which is the first function that is executed to run the heterogeneous multiprocessor application 10. The code 14 includes a third function 22. The common data 16 includes a data structure 24. The first function 18 at 26 points to the second function 20 and, at 28, points at the third function 22. The third function 22, at 30, points to the second function 20. The first and third functions 18 and 22 rely on the data structure 24 at 32 and 34 respectively.
It will be understood that an application may have more than three functions. For purposes of discussion, the construction of a heterogeneous multiprocessor is described having only three functions, which is sufficient to describe the invention, and which does not include unnecessary clutter that may obscure the invention. Additional functions may however be included before, in between and/or after the three functions that are used in this description, and may call any other function in the system belonging to any ISA via the same methods.
FIG. 2 illustrates a first operation to create a heterogeneous multiprocessor application 40, according to an embodiment of the invention. An application is written in source code and stored in memory. The application is then compiled to first and second heterogeneous processors to create first and second central processing unit (CPU) ISA objects 42A and 42B, respectively. The processors have different ISA's and therefore rely on objects that are different for their functioning. The CPU ISA objects 42A and 42B are thus different from one another in accordance with the different requirements of the ISA's of the different processors. The CPU ISA objects 42A and 42B are compiled from the same source code and thus have the same functional blocks. For example, the CPU ISA objects 42A include a first function 18A and the CPU ISA objects 42B also include a first function 18B. The functional components of the CPU ISA objects 42A and 42B are the same as the functional components of the conceptual heterogeneous multiprocessor application 10 described with reference to FIG. 1. The components of the first CPU ISA objects 42A and links between them have the same reference numerals as the components of the conceptual heterogeneous multiprocessor application 10 in FIG. 1, except that the first CPU ISA objects 42A and their links have been appended with “A” (e.g., “20” to “20A”). Similarly, the components of the second CPU ISA objects 42B are the same as the components of the heterogeneous multiprocessor application 10 in FIG. 1 except that they have been appended with “B” (e.g., “20” to “20B”).
FIG. 3 illustrates a pruning operation that is carried out to construct the heterogeneous multiprocessor application 40. In the first CPU ISA objects 42A, the code 14A and the third function 22A are removed. The removal of the third function 22A also removes the link 34A to the data structure 24A. In the second CPU ISA objects 42B, the code 12B to run on the secondary ISA is removed, together with the first and second functions 18B and 20B. The common data 16B and the data structure 24B are also removed from the second CPU ISA objects 42B. Removal of the components from the second CPU ISA objects 42B also severs the links at 26B, 28B and 32B. The code 12A to run on the primary ISA has a “text” naming structure, referred to as a “linker input section”, “.text section” or “object file section”. The code 14B to run on the secondary ISA has a “.text.isab” naming structure.
FIG. 4 illustrates a proxy insertion operation that is carried out in the construction of the heterogeneous multiprocessor application 40. First and second proxy sections 46 and 48 are inserted into the first and second CPU ISA objects 42A and 42B, respectively. The first proxy section 46 includes a first remote procedure call (RPC) 50. The first function 18A points to the first RPC 50. The first RPC 50, at 52, points to the third function 22B of the second CPU ISA objects 42B. In practice, the third function 22A in FIG. 2 can be replaced with the first RPC 50 in FIG. 4.
The second proxy section 48 includes a second remote procedure call (RPC) 54. The third function 22B points to the second RPC 54 at 30B. The second RPC 54, at 56, points to the second function 20A in FIG. 4. The second proxy section 48 has not, at this time, been renamed and the link 56 is thus not active. The link 56 is however included in FIG. 4 to illustrate the eventual functioning of the heterogeneous multiprocessor application 40 after the second proxy section 48 has been renamed. Similarly, the link 34B is shown to point to the data structure 24A to illustrate the eventual functioning of the heterogeneous multiprocessor application 40 after the code 14B to run on the secondary ISA has been renamed.
FIG. 5 illustrates a section rename operation that is carried out to construct the heterogeneous multiprocessor application 40. The code 14B to run on the secondary ISA and the second proxy section 48 are renamed from “.text.isab” to “.text” to be consistent with the naming of the first CPU ISA objects 42A. FIG. 6 illustrates the final links in the application library after the section renaming in FIG. 5. The section renaming creates a generic “text” section 60 that contains the first, second and third functions 18A, 20A and 22B and the first and second RPC's 50 and 54.
The source code may for example be written in C++ code, whereafter the processing threads as represented by the first, second and third functions 18A, 20A and 24A in FIG. 2 invisibly transition in what can be referred to as a “weave” event from one binary incompatible core to another at procedure called boundaries. The software author may first focus on functional correctness using conventional high-level C++ threading primitives and libraries, and may then, in a modular way, migrate individual blocks of code to the more efficient processor without having to rewrite the code or having to rely on different sets of libraries. A system may, for example, have a digital signal processor (DSP) and a general purpose central processing unit (CPU). From a software author's point of view, to run a function on the DSP, all that would need to be done would be to add an attribute tag to a function specifying that it be placed in a specific non-“text” program section as follows:
In the above example, after compiling the source file, the resultant object file would contain the function “foo” in the “.text_dsp” section. The build system recognizes and strips the “.text_dsp” section from the object file, then recompiles the source file for the DSP's ISA. Any references to the “foo” function would be replaced with a shim function to initiate a remote procedure call on the DSP. In a similar manner, the reverse would occur for the DSP object file: any functions in .text would be stripped and any references to them in functions in the text_dsp section would be replaced with a shim function to initiate a remote procedure call back onto the CPU. As long as the two processors have identical compiled structural layouts, have identical views to the same virtual memory, and have coherent caches at the time of a weave event, an application should be able to seamlessly transition from one processor architecture to the other while maintaining a simple and coherent programmer view of the flow of execution.
FIG. 7 illustrates a first operation that is carried out during runtime execution. A heterogeneous multiprocessor 70 has a main memory 72 that stores the components of the heterogeneous multiprocessor application 40 of FIG. 6. The first function 18A is the main function that is executed to run the application. The block 74 indicates that the first function 18A is executed on a first processor using the first CPU ISA objects. The block 76 indicates that the second processor that uses the second CPU ISA objects is idle. The first function 18A, at 32A, relies on the data structure 24A, e.g. for purposes of looking up data. The first function 18A, at 26A and 26B, executes the second function 20A and the first RPC 50.
FIG. 8 illustrates a second process that is executed on the heterogeneous multiprocessor 70 when the first function 18A initiates the first RPC 50. The block 78 indicates that the first RPC 50 is executed on the first CPU using the first ISA objects. The block 78 indicates that the second CPU is still idle. The first RPC 50, at 52, executes the third function 22B.
FIG. 9 illustrates a third operation that is executed on the heterogeneous multiprocessor 70 when the first RPC 50 executes the third function 22B. The block 80 indicates that the first CPU that uses the first ISA objects is paused. The block 82 indicates that the third function 22B is executed with the second CPU using the second ISA objects. The third function 22B, at 34B, utilizes the data structure 24A, e.g. for purposes of executing a lookup. The third function 22B, at 30B, executes the second RPC 54.
FIG. 10 illustrates a fourth operation that is executed on the heterogeneous multiprocessor 70 when the second RPC 54 is executed. Block 80 indicates that the first CPU is still paused. Block 84 indicates that the second RPC 54 is executed with the second CPU using the second ISA objects. The second RPC 54, at 56, executes the second function 20A.
FIG. 11 illustrates a fifth operation that is executed on the heterogeneous multiprocessor 70 when the second function 20A is executed. The block 86 indicates that the first function 20A is executed with the first CPU using the first ISA objects. The block 88 indicates that the second CPU is paused.
FIG. 12 shows a diagrammatic representation of a machine in the exemplary form of a computer system 900 within which a set of instructions, for causing the machine to perform any one or more of the methodologies discussed herein, may be executed. In alternative embodiments, the machine operates as a standalone device or may be connected (e.g., networked) to other machines. Further, while only a single machine is illustrated, the term “machine” shall also be taken to include any collection of machines that individually or jointly execute a set (or multiple sets) of instructions to perform any one or more of the methodologies discussed herein.
The exemplary computer system 900 includes a processor 902 (e.g., a central processing unit (CPU), a graphics processing unit (GPU) or both), a main memory 904 (e.g., read only memory (ROM), flash memory, dynamic random access memory (DRAM) such as synchronous DRAM (SDRAM) or Rambus DRAM (RDRAM), etc.), and a static memory 906 (e.g., flash memory, static random access memory (SRAM), etc.), which communicate with each other via a bus 908.
The computer system 900 may further include a disk drive unit 916, and a network interface device 920.
The disk drive unit 916 includes a machine-readable medium 922 on which is stored one or more sets of instructions 924 (e.g., software) embodying any one or more of the methodologies or functions described herein. The software may also reside, completely or at least partially, within the main memory 904 and/or within the processor 902 during execution thereof by the computer system 900, the main memory 904 and the processor 902 also constituting machine-readable media.
The software may further be transmitted or received over a network 928 via the network interface device 920.
While the machine-readable medium 922 is shown in an exemplary embodiment to be a single medium, the term “machine-readable medium” should be taken to include a single medium or multiple media (e.g., a centralized or distributed database, and/or associated caches and servers) that store the one or more sets of instructions. The term “machine-readable medium” shall also be taken to include any medium that is capable of storing, encoding, or carrying a set of instructions for execution by the machine and that cause the machine to perform any one or more of the methodologies of the present invention. The term “machine-readable medium” shall accordingly be taken to include, but not be limited to, solid-state memories, optical and magnetic media, and carrier wave signals.
While certain exemplary embodiments have been described and shown in the accompanying drawings, it is to be understood that such embodiments are merely illustrative and not restrictive of the current invention, and that this invention is not restricted to the specific constructions and arrangements shown and described since modifications may occur to those ordinarily skilled in the art.
This application is a National Phase of International Application No. PCT/US2019/041151, filed on Jul. 10, 2019, which claims priority from U.S. Provisional Patent Application No. 62/696,132, filed on Jul. 10, 2018, all of which are incorporated herein by reference in their entirety.
Filing Document | Filing Date | Country | Kind |
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PCT/US2019/041151 | 7/10/2019 | WO |
Publishing Document | Publishing Date | Country | Kind |
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WO2020/014324 | 1/16/2020 | WO | A |
Number | Name | Date | Kind |
---|---|---|---|
4344092 | Miller | Aug 1982 | A |
4652930 | Crawford | Mar 1987 | A |
4810080 | Grendol et al. | Mar 1989 | A |
4997268 | Dauvergne | Mar 1991 | A |
5007727 | Kahaney et al. | Apr 1991 | A |
5074295 | Willis | Dec 1991 | A |
5240220 | Elberbaum | Aug 1993 | A |
5251635 | Dumoulin et al. | Oct 1993 | A |
5410763 | Bolle | May 1995 | A |
5455625 | Englander | Oct 1995 | A |
5495286 | Adair | Feb 1996 | A |
5497463 | Stein et al. | Mar 1996 | A |
5659701 | Amit | Aug 1997 | A |
5682255 | Friesem et al. | Oct 1997 | A |
5689669 | Lynch | Nov 1997 | A |
5689835 | Chao | Nov 1997 | A |
5826092 | Flannery | Oct 1998 | A |
5854872 | Tai | Dec 1998 | A |
5864365 | Sramek et al. | Jan 1999 | A |
5937202 | Crosetto | Aug 1999 | A |
6002853 | De Hond | Dec 1999 | A |
6012811 | Chao et al. | Jan 2000 | A |
6016160 | Coombs et al. | Jan 2000 | A |
6064749 | Hirota et al. | May 2000 | A |
6076927 | Owens | Jun 2000 | A |
6079982 | Meader | Jun 2000 | A |
6117923 | Amagai et al. | Sep 2000 | A |
6119147 | Toomey et al. | Sep 2000 | A |
6124977 | Takahashi | Sep 2000 | A |
6179619 | Tanaka | Jan 2001 | B1 |
6191809 | Hori et al. | Feb 2001 | B1 |
6219045 | Leahy et al. | Apr 2001 | B1 |
6243091 | Berstis | Jun 2001 | B1 |
6271843 | Lection et al. | Aug 2001 | B1 |
6362817 | Powers et al. | Mar 2002 | B1 |
6375369 | Schneider et al. | Apr 2002 | B1 |
6385735 | Wilson | May 2002 | B1 |
6396522 | Vu | May 2002 | B1 |
6414679 | Miodonski et al. | Jul 2002 | B1 |
6538655 | Kubota | Mar 2003 | B1 |
6541736 | Huang et al. | Apr 2003 | B1 |
6570563 | Honda | May 2003 | B1 |
6573903 | Gantt | Jun 2003 | B2 |
6590593 | Robertson et al. | Jul 2003 | B1 |
6621508 | Shiraishi et al. | Sep 2003 | B1 |
6690393 | Heron et al. | Feb 2004 | B2 |
6757068 | Foxlin | Jun 2004 | B2 |
6784901 | Harvfey et al. | Aug 2004 | B1 |
6961055 | Doak | Nov 2005 | B2 |
7046515 | Wyatt | May 2006 | B1 |
7051219 | Hwang | May 2006 | B2 |
7076674 | Cervantes | Jul 2006 | B2 |
7111290 | Yates, Jr | Sep 2006 | B1 |
7119819 | Robertson et al. | Oct 2006 | B1 |
7219245 | Raghuvanshi | May 2007 | B1 |
7382288 | Wilson | Jun 2008 | B1 |
7414629 | Santodomingo | Aug 2008 | B2 |
7431453 | Hogan | Oct 2008 | B2 |
7467356 | Gettman et al. | Dec 2008 | B2 |
7542040 | Templeman | Jun 2009 | B2 |
7573640 | Nivon et al. | Aug 2009 | B2 |
7653877 | Matsuda | Jan 2010 | B2 |
7663625 | Chartier et al. | Feb 2010 | B2 |
7724980 | Shenzhi | May 2010 | B1 |
7746343 | Charaniya et al. | Jun 2010 | B1 |
7751662 | Kleemann | Jul 2010 | B2 |
7758185 | Lewis | Jul 2010 | B2 |
7788323 | Greenstein et al. | Aug 2010 | B2 |
7804507 | Yang et al. | Sep 2010 | B2 |
7814429 | Buffet et al. | Oct 2010 | B2 |
7817150 | Reichard et al. | Oct 2010 | B2 |
7844724 | Van Wie et al. | Nov 2010 | B2 |
8060759 | Arnan et al. | Nov 2011 | B1 |
8120851 | Iwasa | Feb 2012 | B2 |
8214660 | Capps, Jr | Jul 2012 | B2 |
8246408 | Elliot | Aug 2012 | B2 |
8353594 | Lewis | Jan 2013 | B2 |
8360578 | Nummela et al. | Jan 2013 | B2 |
8408696 | Hsieh | Apr 2013 | B2 |
8508676 | Silverstein et al. | Aug 2013 | B2 |
8547638 | Levola | Oct 2013 | B2 |
8605764 | Rothaar et al. | Oct 2013 | B1 |
8619365 | Harris et al. | Dec 2013 | B2 |
8696113 | Lewis | Apr 2014 | B2 |
8698701 | Margulis | Apr 2014 | B2 |
8733927 | Lewis | May 2014 | B1 |
8736636 | Kang | May 2014 | B2 |
8759929 | Shiozawa et al. | Jun 2014 | B2 |
8793770 | Lim | Jul 2014 | B2 |
8823855 | Hwang | Sep 2014 | B2 |
8847988 | Geisner et al. | Sep 2014 | B2 |
8874673 | Kim | Oct 2014 | B2 |
9010929 | Lewis | Apr 2015 | B2 |
9015501 | Gee | Apr 2015 | B2 |
9086537 | Iwasa et al. | Jul 2015 | B2 |
9095437 | Boyden et al. | Aug 2015 | B2 |
9239473 | Lewis | Jan 2016 | B2 |
9244293 | Lewis | Jan 2016 | B2 |
9244533 | Friend et al. | Jan 2016 | B2 |
9383823 | Geisner et al. | Jul 2016 | B2 |
9489027 | Ogletree | Nov 2016 | B1 |
9519305 | Wolfe | Dec 2016 | B2 |
9581820 | Robbins | Feb 2017 | B2 |
9582060 | Balatsos | Feb 2017 | B2 |
9658473 | Lewis | May 2017 | B2 |
9671566 | Abovitz et al. | Jun 2017 | B2 |
9671615 | Vallius et al. | Jun 2017 | B1 |
9696795 | Marcolina et al. | Jul 2017 | B2 |
9798144 | Sako et al. | Oct 2017 | B2 |
9874664 | Stevens et al. | Jan 2018 | B2 |
9880441 | Osterhout | Jan 2018 | B1 |
9918058 | Takahasi et al. | Mar 2018 | B2 |
9955862 | Freeman et al. | May 2018 | B2 |
9978118 | Ozgumer et al. | May 2018 | B1 |
9996797 | Holz et al. | Jun 2018 | B1 |
10018844 | Levola et al. | Jul 2018 | B2 |
10082865 | Raynal et al. | Sep 2018 | B1 |
10151937 | Lewis | Dec 2018 | B2 |
10185147 | Lewis | Jan 2019 | B2 |
10218679 | Jawahar | Feb 2019 | B1 |
10241545 | Richards et al. | Mar 2019 | B1 |
10317680 | Richards et al. | Jun 2019 | B1 |
10436594 | Belt et al. | Oct 2019 | B2 |
10516853 | Gibson et al. | Dec 2019 | B1 |
10551879 | Richards et al. | Feb 2020 | B1 |
10578870 | Kimmel | Mar 2020 | B2 |
10698202 | Kimmel et al. | Jun 2020 | B2 |
10856107 | Mycek et al. | Oct 2020 | B2 |
10825424 | Zhang | Nov 2020 | B2 |
10987176 | Poltaretskyi et al. | Apr 2021 | B2 |
11190681 | Brook et al. | Nov 2021 | B1 |
11209656 | Choi et al. | Dec 2021 | B1 |
11236993 | Hall et al. | Feb 2022 | B1 |
11710430 | Wray | Jul 2023 | B1 |
20010010598 | Aritake et al. | Aug 2001 | A1 |
20010018667 | Kim | Aug 2001 | A1 |
20020007463 | Fung | Jan 2002 | A1 |
20020108064 | Nunally | Feb 2002 | A1 |
20020063913 | Nakamura et al. | May 2002 | A1 |
20020071050 | Homberg | Jun 2002 | A1 |
20020095463 | Matsuda | Jul 2002 | A1 |
20020113820 | Robinson et al. | Aug 2002 | A1 |
20020122648 | Mule′et al. | Sep 2002 | A1 |
20020140848 | Cooper et al. | Oct 2002 | A1 |
20030028816 | Bacon | Feb 2003 | A1 |
20030048456 | Hill | Mar 2003 | A1 |
20030067685 | Niv | Apr 2003 | A1 |
20030077458 | Korenaga et al. | Apr 2003 | A1 |
20030080976 | Satoh et al. | May 2003 | A1 |
20030115494 | Cervantes | Jun 2003 | A1 |
20030218614 | Lavelle et al. | Nov 2003 | A1 |
20030219992 | Schaper | Nov 2003 | A1 |
20030226047 | Park | Dec 2003 | A1 |
20040001533 | Tran et al. | Jan 2004 | A1 |
20040021600 | Wittenberg | Feb 2004 | A1 |
20040025069 | Gary et al. | Feb 2004 | A1 |
20040042377 | Nikoloai et al. | Mar 2004 | A1 |
20040073822 | Greco | Apr 2004 | A1 |
20040073825 | Itoh | Apr 2004 | A1 |
20040111248 | Granny et al. | Jun 2004 | A1 |
20040113887 | Pair et al. | Jun 2004 | A1 |
20040174496 | Ji et al. | Sep 2004 | A1 |
20040186902 | Stewart | Sep 2004 | A1 |
20040193441 | Altieri | Sep 2004 | A1 |
20040201857 | Foxlin | Oct 2004 | A1 |
20040238732 | State et al. | Dec 2004 | A1 |
20040240072 | Schindler et al. | Dec 2004 | A1 |
20040246391 | Travis | Dec 2004 | A1 |
20040268159 | Aasheim et al. | Dec 2004 | A1 |
20050001977 | Zelman | Jan 2005 | A1 |
20050034002 | Flautner | Feb 2005 | A1 |
20050093719 | Okamoto et al. | May 2005 | A1 |
20050128212 | Edecker et al. | Jun 2005 | A1 |
20050157159 | Komiya et al. | Jul 2005 | A1 |
20050177385 | Hull | Aug 2005 | A1 |
20050231599 | Yamasaki | Oct 2005 | A1 |
20050273792 | Inohara et al. | Dec 2005 | A1 |
20060013435 | Rhoads | Jan 2006 | A1 |
20060015821 | Jacques Parker et al. | Jan 2006 | A1 |
20060019723 | Vorenkamp | Jan 2006 | A1 |
20060038880 | Starkweather et al. | Feb 2006 | A1 |
20060050224 | Smith | Mar 2006 | A1 |
20060090092 | Verhulst | Apr 2006 | A1 |
20060126181 | Levola | Jun 2006 | A1 |
20060129852 | Bonola | Jun 2006 | A1 |
20060132914 | Weiss et al. | Jun 2006 | A1 |
20060179329 | Terechko | Aug 2006 | A1 |
20060221448 | Nivon et al. | Oct 2006 | A1 |
20060228073 | Mukawa et al. | Oct 2006 | A1 |
20060250322 | Hall et al. | Nov 2006 | A1 |
20060259621 | Ranganathan | Nov 2006 | A1 |
20060268220 | Hogan | Nov 2006 | A1 |
20070058248 | Nguyen et al. | Mar 2007 | A1 |
20070103836 | Oh | May 2007 | A1 |
20070124730 | Pytel | May 2007 | A1 |
20070159673 | Freeman et al. | Jul 2007 | A1 |
20070188837 | Shimizu et al. | Aug 2007 | A1 |
20070198886 | Saito | Aug 2007 | A1 |
20070204672 | Huang et al. | Sep 2007 | A1 |
20070213952 | Cirelli | Sep 2007 | A1 |
20070283247 | Brenneman et al. | Dec 2007 | A1 |
20080002259 | Ishizawa et al. | Jan 2008 | A1 |
20080002260 | Arrouy et al. | Jan 2008 | A1 |
20080030429 | Hailpern | Feb 2008 | A1 |
20080043334 | Itzkovitch et al. | Feb 2008 | A1 |
20080046773 | Ham | Feb 2008 | A1 |
20080063802 | Maula et al. | Mar 2008 | A1 |
20080068557 | Menduni et al. | Mar 2008 | A1 |
20080084533 | Jannard et al. | Apr 2008 | A1 |
20080125218 | Collins | May 2008 | A1 |
20080146942 | Dala-Krishna | Jun 2008 | A1 |
20080173036 | Willaims | Jul 2008 | A1 |
20080177506 | Kim | Jul 2008 | A1 |
20080183190 | Adcox et al. | Jul 2008 | A1 |
20080205838 | Crippa et al. | Aug 2008 | A1 |
20080215907 | Wilson | Sep 2008 | A1 |
20080225393 | Rinko | Sep 2008 | A1 |
20080235570 | Sawada et al. | Sep 2008 | A1 |
20080246693 | Hailpern et al. | Oct 2008 | A1 |
20080316768 | Travis | Dec 2008 | A1 |
20090076791 | Rhoades et al. | Mar 2009 | A1 |
20090091583 | McCoy | Apr 2009 | A1 |
20090153797 | Allon et al. | Jun 2009 | A1 |
20090224416 | Laakkonen et al. | Sep 2009 | A1 |
20090245730 | Kleemann | Oct 2009 | A1 |
20090287728 | Martine et al. | Nov 2009 | A1 |
20090300528 | Stambaugh | Dec 2009 | A1 |
20090310633 | Ikegami | Dec 2009 | A1 |
20100005326 | Archer | Jan 2010 | A1 |
20100019962 | Fujita | Jan 2010 | A1 |
20100056274 | Uusitalo et al. | Mar 2010 | A1 |
20100063854 | Purvis et al. | Mar 2010 | A1 |
20100070378 | Trotman et al. | Mar 2010 | A1 |
20100079841 | Levola | Apr 2010 | A1 |
20100115428 | Shuping et al. | May 2010 | A1 |
20100153934 | Lachner | Jun 2010 | A1 |
20100194632 | Raento et al. | Aug 2010 | A1 |
20100205541 | Rappaport et al. | Aug 2010 | A1 |
20100214284 | Rieffel et al. | Aug 2010 | A1 |
20100232016 | Landa et al. | Sep 2010 | A1 |
20100232031 | Batchko et al. | Sep 2010 | A1 |
20100244168 | Shiozawa et al. | Sep 2010 | A1 |
20100274567 | Carlson et al. | Oct 2010 | A1 |
20100274627 | Carlson | Oct 2010 | A1 |
20100277803 | Pockett et al. | Nov 2010 | A1 |
20100284085 | Laakkonen | Nov 2010 | A1 |
20100287485 | Bertolami et al. | Nov 2010 | A1 |
20100296163 | Sarikko | Nov 2010 | A1 |
20100309687 | Sampsell et al. | Dec 2010 | A1 |
20110010636 | Hamilton, II et al. | Jan 2011 | A1 |
20110021263 | Anderson et al. | Jan 2011 | A1 |
20110022870 | Mcgrane | Jan 2011 | A1 |
20110041083 | Gabai et al. | Feb 2011 | A1 |
20110050640 | Lundback et al. | Mar 2011 | A1 |
20110050655 | Mukawa | Mar 2011 | A1 |
20110064268 | Cobb et al. | Mar 2011 | A1 |
20110122240 | Becker | May 2011 | A1 |
20110145617 | Thomson et al. | Jun 2011 | A1 |
20110170801 | Lu et al. | Jul 2011 | A1 |
20110218733 | Hamza et al. | Sep 2011 | A1 |
20110286735 | Temblay | Nov 2011 | A1 |
20110291969 | Rashid et al. | Dec 2011 | A1 |
20120011389 | Driesen | Jan 2012 | A1 |
20120050535 | Densham et al. | Mar 2012 | A1 |
20120075501 | Oyagi et al. | Mar 2012 | A1 |
20120081392 | Arthur | Apr 2012 | A1 |
20120089854 | Breakstone | Apr 2012 | A1 |
20120113235 | Shintani | May 2012 | A1 |
20120127062 | Bar-Zeev et al. | May 2012 | A1 |
20120154557 | Perez et al. | Jun 2012 | A1 |
20120215094 | Rahimian et al. | Aug 2012 | A1 |
20120218301 | Miller | Aug 2012 | A1 |
20120246506 | Knight | Sep 2012 | A1 |
20120249416 | Maciocci et al. | Oct 2012 | A1 |
20120249741 | Maciocci et al. | Oct 2012 | A1 |
20120260083 | Andrews | Oct 2012 | A1 |
20120307075 | Margalitq | Dec 2012 | A1 |
20120307362 | Silverstein et al. | Dec 2012 | A1 |
20120314959 | White et al. | Dec 2012 | A1 |
20120320460 | Levola | Dec 2012 | A1 |
20120326948 | Crocco et al. | Dec 2012 | A1 |
20130021486 | Richardon | Jan 2013 | A1 |
20130050258 | Liu et al. | Feb 2013 | A1 |
20130050642 | Lewis et al. | Feb 2013 | A1 |
20130050833 | Lewis et al. | Feb 2013 | A1 |
20130051730 | Travers et al. | Feb 2013 | A1 |
20130061240 | Yan et al. | Mar 2013 | A1 |
20130077049 | Bohn | Mar 2013 | A1 |
20130077170 | Ukuda | Mar 2013 | A1 |
20130094148 | Sloane | Apr 2013 | A1 |
20130129282 | Li | May 2013 | A1 |
20130162940 | Kurtin et al. | Jun 2013 | A1 |
20130169923 | Schnoll et al. | Jul 2013 | A1 |
20130205126 | Kruglick | Aug 2013 | A1 |
20130222386 | Tannhauser et al. | Aug 2013 | A1 |
20130268257 | Hu | Oct 2013 | A1 |
20130278633 | Ahn et al. | Oct 2013 | A1 |
20130314789 | Saarikko et al. | Nov 2013 | A1 |
20130318276 | Dalal | Nov 2013 | A1 |
20130336138 | Venkatraman et al. | Dec 2013 | A1 |
20130342564 | Kinnebrew et al. | Dec 2013 | A1 |
20130342570 | Kinnebrew et al. | Dec 2013 | A1 |
20130342571 | Kinnebrew et al. | Dec 2013 | A1 |
20130343408 | Cook | Dec 2013 | A1 |
20140002329 | Nishimaki et al. | Jan 2014 | A1 |
20140013098 | Yeung | Jan 2014 | A1 |
20140016821 | Arth et al. | Jan 2014 | A1 |
20140022819 | Oh et al. | Jan 2014 | A1 |
20140078023 | Ikeda et al. | Mar 2014 | A1 |
20140082526 | Park et al. | Mar 2014 | A1 |
20140119598 | Ramachandran et al. | May 2014 | A1 |
20140126769 | Reitmayr et al. | May 2014 | A1 |
20140140653 | Brown et al. | May 2014 | A1 |
20140149573 | Tofighbakhsh et al. | May 2014 | A1 |
20140168260 | O'Brien et al. | Jun 2014 | A1 |
20140244983 | McDonald | Aug 2014 | A1 |
20140266987 | Magyari | Sep 2014 | A1 |
20140267419 | Ballard et al. | Sep 2014 | A1 |
20140274391 | Stafford | Sep 2014 | A1 |
20140282105 | Nordstrom | Sep 2014 | A1 |
20140292645 | Tsurumi et al. | Oct 2014 | A1 |
20140309031 | Suzuki | Oct 2014 | A1 |
20140313228 | Kasahara | Oct 2014 | A1 |
20140333612 | Itoh et al. | Nov 2014 | A1 |
20140340449 | Plagemann et al. | Nov 2014 | A1 |
20140359589 | Kodsky et al. | Dec 2014 | A1 |
20140375680 | Ackerman et al. | Dec 2014 | A1 |
20150005785 | Olson | Jan 2015 | A1 |
20150009099 | Queen | Jan 2015 | A1 |
20150015842 | Chen | Jan 2015 | A1 |
20150077312 | Wang | Mar 2015 | A1 |
20150097719 | Balachandreswaran et al. | Apr 2015 | A1 |
20150123966 | Newman | May 2015 | A1 |
20150130790 | Vazquez et al. | May 2015 | A1 |
20150134995 | Park et al. | May 2015 | A1 |
20150138248 | Schrader | May 2015 | A1 |
20150155939 | Oshima et al. | Jun 2015 | A1 |
20150168221 | Mao et al. | Jun 2015 | A1 |
20150205126 | Schowengerdt | Jul 2015 | A1 |
20150235427 | Nobori et al. | Aug 2015 | A1 |
20150235431 | Schowengerdt | Aug 2015 | A1 |
20150253651 | Russell et al. | Sep 2015 | A1 |
20150256484 | Cameron | Sep 2015 | A1 |
20150269784 | Miyawaki et al. | Sep 2015 | A1 |
20150294483 | Wells et al. | Oct 2015 | A1 |
20150301955 | Yakovenko | Oct 2015 | A1 |
20150310657 | Eden | Oct 2015 | A1 |
20150338915 | Publicover et al. | Nov 2015 | A1 |
20150355481 | Hilkes et al. | Dec 2015 | A1 |
20160004102 | Nisper et al. | Jan 2016 | A1 |
20160015470 | Border | Jan 2016 | A1 |
20160027215 | Burns et al. | Jan 2016 | A1 |
20160033770 | Fujimaki et al. | Feb 2016 | A1 |
20160051217 | Douglas et al. | Feb 2016 | A1 |
20160077338 | Robbins et al. | Mar 2016 | A1 |
20160085285 | Mangione-Smith | Mar 2016 | A1 |
20160085300 | Robbins et al. | Mar 2016 | A1 |
20160091720 | Stafford et al. | Mar 2016 | A1 |
20160093099 | Bridges | Mar 2016 | A1 |
20160093269 | Buckley et al. | Mar 2016 | A1 |
20160103326 | Kimura et al. | Apr 2016 | A1 |
20160123745 | Cotier et al. | May 2016 | A1 |
20160139402 | Lapstun | May 2016 | A1 |
20160139411 | Kang et al. | May 2016 | A1 |
20160155273 | Lyren et al. | Jun 2016 | A1 |
20160180596 | Gonzalez del Rosario | Jun 2016 | A1 |
20160187654 | Border et al. | Jun 2016 | A1 |
20160191887 | Casas | Jun 2016 | A1 |
20160202496 | Billetz et al. | Jul 2016 | A1 |
20160217624 | Finn et al. | Jul 2016 | A1 |
20160266412 | Yoshida | Sep 2016 | A1 |
20160267708 | Nistico et al. | Sep 2016 | A1 |
20160274733 | Hasegawa et al. | Sep 2016 | A1 |
20160287337 | Aram et al. | Oct 2016 | A1 |
20160300388 | Stafford et al. | Oct 2016 | A1 |
20160321551 | Priness et al. | Nov 2016 | A1 |
20160327798 | Xiao et al. | Nov 2016 | A1 |
20160334279 | Mittleman et al. | Nov 2016 | A1 |
20160357255 | Lindh et al. | Dec 2016 | A1 |
20160370404 | Quadrat et al. | Dec 2016 | A1 |
20160370510 | Thomas | Dec 2016 | A1 |
20170038607 | Camara | Feb 2017 | A1 |
20170060225 | Zha et al. | Mar 2017 | A1 |
20170061696 | Li et al. | Mar 2017 | A1 |
20170064066 | Das et al. | Mar 2017 | A1 |
20170100664 | Osterhout et al. | Apr 2017 | A1 |
20170102544 | Vallius et al. | Apr 2017 | A1 |
20170115487 | Travis | Apr 2017 | A1 |
20170122725 | Yeoh et al. | May 2017 | A1 |
20170123526 | Trail et al. | May 2017 | A1 |
20170127295 | Black et al. | May 2017 | A1 |
20170131569 | Aschwanden et al. | May 2017 | A1 |
20170147066 | Katz et al. | May 2017 | A1 |
20170160518 | Lanman et al. | Jun 2017 | A1 |
20170161951 | Fix et al. | Jun 2017 | A1 |
20170185261 | Perez et al. | Jun 2017 | A1 |
20170192239 | Nakamura et al. | Jul 2017 | A1 |
20170201709 | Igarashi et al. | Jul 2017 | A1 |
20170205903 | Miller et al. | Jul 2017 | A1 |
20170206668 | Poulos et al. | Jul 2017 | A1 |
20170213388 | Margolis et al. | Jul 2017 | A1 |
20170214907 | Lapstun | Jul 2017 | A1 |
20170219841 | Popovich et al. | Aug 2017 | A1 |
20170232345 | Rofougaran et al. | Aug 2017 | A1 |
20170235126 | DiDomenico | Aug 2017 | A1 |
20170235129 | Kamakura | Aug 2017 | A1 |
20170235142 | Wall et al. | Aug 2017 | A1 |
20170235144 | Piskunov et al. | Aug 2017 | A1 |
20170235147 | Kamakura | Aug 2017 | A1 |
20170243403 | Daniels et al. | Aug 2017 | A1 |
20170246070 | Osterhout et al. | Aug 2017 | A1 |
20170254832 | Ho et al. | Sep 2017 | A1 |
20170256096 | Faaborg et al. | Sep 2017 | A1 |
20170258526 | Lang | Sep 2017 | A1 |
20170266529 | Reikmoto | Sep 2017 | A1 |
20170270712 | Tyson et al. | Sep 2017 | A1 |
20170281054 | Stever et al. | Oct 2017 | A1 |
20170287376 | Bakar et al. | Oct 2017 | A1 |
20170293141 | Schowengerdt et al. | Oct 2017 | A1 |
20170307886 | Stenberg et al. | Oct 2017 | A1 |
20170307891 | Bucknor et al. | Oct 2017 | A1 |
20170312032 | Amanatullah et al. | Nov 2017 | A1 |
20170322418 | Liu et al. | Nov 2017 | A1 |
20170322426 | Tervo | Nov 2017 | A1 |
20170329137 | Tervo | Nov 2017 | A1 |
20170332098 | Rusanovskyy et al. | Nov 2017 | A1 |
20170336636 | Amitai et al. | Nov 2017 | A1 |
20170357332 | Balan et al. | Dec 2017 | A1 |
20170363871 | Vallius | Dec 2017 | A1 |
20170371394 | Chan | Dec 2017 | A1 |
20170371661 | Sparling | Dec 2017 | A1 |
20180014266 | Chen | Jan 2018 | A1 |
20180024289 | Fattal | Jan 2018 | A1 |
20180044173 | Netzer | Feb 2018 | A1 |
20180052007 | Teskey et al. | Feb 2018 | A1 |
20180052501 | Jones, Jr. et al. | Feb 2018 | A1 |
20180059305 | Popovich et al. | Mar 2018 | A1 |
20180067779 | Pillalamarri et al. | Mar 2018 | A1 |
20180070855 | Eichler | Mar 2018 | A1 |
20180082480 | White et al. | Mar 2018 | A1 |
20180084245 | Lapstun | Mar 2018 | A1 |
20180088185 | Woods et al. | Mar 2018 | A1 |
20180102981 | Kurtzman et al. | Apr 2018 | A1 |
20180108179 | Tomlin et al. | Apr 2018 | A1 |
20180114298 | Malaika et al. | Apr 2018 | A1 |
20180129112 | Osterhout | May 2018 | A1 |
20180131907 | Schmirier et al. | May 2018 | A1 |
20180136466 | Ko | May 2018 | A1 |
20180144691 | Choi et al. | May 2018 | A1 |
20180150971 | Adachi et al. | May 2018 | A1 |
20180151796 | Akahane | May 2018 | A1 |
20180172995 | Lee et al. | Jun 2018 | A1 |
20180188115 | Hsu et al. | Jul 2018 | A1 |
20180189568 | Powderly et al. | Jul 2018 | A1 |
20180190017 | Mendez et al. | Jul 2018 | A1 |
20180191990 | Motoyama et al. | Jul 2018 | A1 |
20180217395 | Lin et al. | Aug 2018 | A1 |
20180218545 | Garcia et al. | Aug 2018 | A1 |
20180250589 | Cossairt et al. | Sep 2018 | A1 |
20180260218 | Gopal | Sep 2018 | A1 |
20180284877 | Klein | Oct 2018 | A1 |
20180292654 | Wall et al. | Oct 2018 | A1 |
20180299678 | Singer et al. | Oct 2018 | A1 |
20180357472 | Dreessen | Dec 2018 | A1 |
20190005069 | Filgueiras de Araujo et al. | Jan 2019 | A1 |
20190011691 | Peyman | Jan 2019 | A1 |
20190056591 | Tervo et al. | Feb 2019 | A1 |
20190087015 | Lam et al. | Mar 2019 | A1 |
20190101758 | Zhu et al. | Apr 2019 | A1 |
20190107723 | Lee et al. | Apr 2019 | A1 |
20190137788 | Suen | May 2019 | A1 |
20190155034 | Singer et al. | May 2019 | A1 |
20190155439 | Mukherjee et al. | May 2019 | A1 |
20190158926 | Kang et al. | May 2019 | A1 |
20190162950 | Lapstun | May 2019 | A1 |
20190167095 | Krueger | Jun 2019 | A1 |
20190172216 | Ninan et al. | Jun 2019 | A1 |
20190178654 | Hare | Jun 2019 | A1 |
20190182415 | Sivan | Jun 2019 | A1 |
20190196690 | Chong et al. | Jun 2019 | A1 |
20190206116 | Xu et al. | Jul 2019 | A1 |
20190219815 | Price et al. | Jul 2019 | A1 |
20190243123 | Bohn | Aug 2019 | A1 |
20190287270 | Nakamura et al. | Sep 2019 | A1 |
20190318502 | He et al. | Oct 2019 | A1 |
20190318540 | Piemonte et al. | Oct 2019 | A1 |
20190321728 | Imai et al. | Oct 2019 | A1 |
20190347853 | Chen et al. | Nov 2019 | A1 |
20190380792 | Poltaretskyi et al. | Dec 2019 | A1 |
20190388182 | Kumar et al. | Dec 2019 | A1 |
20200066045 | Stahl et al. | Feb 2020 | A1 |
20200098188 | Bar-Zeev et al. | Mar 2020 | A1 |
20200100057 | Galon et al. | Mar 2020 | A1 |
20200110928 | Al Jazaery et al. | Apr 2020 | A1 |
20200117267 | Gibson et al. | Apr 2020 | A1 |
20200117270 | Gibson et al. | Apr 2020 | A1 |
20200184217 | Faulkner | Jun 2020 | A1 |
20200184219 | Magura et al. | Jun 2020 | A1 |
20200184653 | Faulker | Jun 2020 | A1 |
20200202759 | Ukai et al. | Jun 2020 | A1 |
20200242848 | Ambler et al. | Jul 2020 | A1 |
20200309944 | Thoresen et al. | Oct 2020 | A1 |
20200356161 | Wagner | Nov 2020 | A1 |
20200368616 | Delamont | Nov 2020 | A1 |
20200391115 | Leeper et al. | Dec 2020 | A1 |
20200409528 | Lee | Dec 2020 | A1 |
20210008413 | Asikainen et al. | Jan 2021 | A1 |
20210033871 | Jacoby et al. | Feb 2021 | A1 |
20210041951 | Gibson et al. | Feb 2021 | A1 |
20210053820 | Gurin et al. | Feb 2021 | A1 |
20210093391 | Poltaretskyi et al. | Apr 2021 | A1 |
20210093410 | Gaborit et al. | Apr 2021 | A1 |
20210093414 | Moore et al. | Apr 2021 | A1 |
20210097886 | Kuester et al. | Apr 2021 | A1 |
20210124901 | Liu et al. | Apr 2021 | A1 |
20210132380 | Wieczorek | May 2021 | A1 |
20210141225 | Meynen et al. | May 2021 | A1 |
20210142582 | Jones et al. | May 2021 | A1 |
20210158023 | Fu et al. | May 2021 | A1 |
20210158627 | Cossairt et al. | May 2021 | A1 |
20210173480 | Osterhout et al. | Jun 2021 | A1 |
20220366598 | Azimi et al. | Nov 2022 | A1 |
Number | Date | Country |
---|---|---|
100416340 | Sep 2008 | CN |
101449270 | Jun 2009 | CN |
104040410 | Sep 2014 | CN |
104603675 | May 2015 | CN |
105938426 | Sep 2016 | CN |
106662754 | May 2017 | CN |
107683497 | Feb 2018 | CN |
109223121 | Jan 2019 | CN |
105190427 | Nov 2019 | CN |
0504930 | Mar 1992 | EP |
0535402 | Apr 1993 | EP |
0632360 | Jan 1995 | EP |
1215522 | Jun 2002 | EP |
1494110 | Jan 2005 | EP |
1938141 | Jul 2008 | EP |
1943556 | Jul 2008 | EP |
2290428 | Mar 2011 | EP |
2350774 | Aug 2011 | EP |
1237067 | Jan 2016 | EP |
3139245 | Mar 2017 | EP |
3164776 | May 2017 | EP |
3236211 | Oct 2017 | EP |
2723240 | Aug 2018 | EP |
2896986 | Feb 2021 | EP |
2499635 | Aug 2013 | GB |
2542853 | Apr 2017 | GB |
938DEL2004 | Jun 2006 | IN |
H03-036974 | Apr 1991 | JP |
H10-333094 | Dec 1998 | JP |
2002-529806 | Sep 2002 | JP |
2003-029198 | Jan 2003 | JP |
2003-141574 | May 2003 | JP |
2003-228027 | Aug 2003 | JP |
2003-329873 | Nov 2003 | JP |
2005-303843 | Oct 2005 | JP |
2007-012530 | Jan 2007 | JP |
2008-257127 | Oct 2008 | JP |
2009-090689 | Apr 2009 | JP |
2009-244869 | Oct 2009 | JP |
2010-014443 | Jan 2010 | JP |
2010-139575 | Jun 2010 | JP |
2011-033993 | Feb 2011 | JP |
2011-257203 | Dec 2011 | JP |
2011-530131 | Dec 2011 | JP |
2012-015774 | Jan 2012 | JP |
2012-235036 | Nov 2012 | JP |
2013-525872 | Jun 2013 | JP |
2013-206322 | Oct 2013 | JP |
2014-500522 | Jan 2014 | JP |
2014-192550 | Oct 2014 | JP |
2015-191032 | Nov 2015 | JP |
2016-502120 | Jan 2016 | JP |
2016-85463 | May 2016 | JP |
2016-516227 | Jun 2016 | JP |
2016-126134 | Jul 2016 | JP |
2017-015697 | Jan 2017 | JP |
2017-153498 | Sep 2017 | JP |
2017-531840 | Oct 2017 | JP |
2017-535825 | Nov 2017 | JP |
6232763 | Nov 2017 | JP |
6333965 | May 2018 | JP |
2005-0010775 | Jan 2005 | KR |
10-2006-0059992 | Jun 2006 | KR |
10-2011-0006408 | Jan 2011 | KR |
10-1372623 | Mar 2014 | KR |
10-2017-0017243 | Feb 2017 | KR |
201219829 | May 2012 | TW |
201803289 | Jan 2018 | TW |
1991000565 | Jan 1991 | WO |
2000030368 | Jun 2000 | WO |
2002071315 | Sep 2002 | WO |
2004095248 | Nov 2004 | WO |
2006132614 | Dec 2006 | WO |
2007041678 | Apr 2007 | WO |
2007037089 | May 2007 | WO |
2007085682 | Aug 2007 | WO |
2007102144 | Sep 2007 | WO |
2008148927 | Dec 2008 | WO |
2009101238 | Aug 2009 | WO |
2010015807 | Feb 2010 | WO |
2014203440 | Dec 2010 | WO |
2012030787 | Mar 2012 | WO |
2013049012 | Apr 2013 | WO |
2013062701 | May 2013 | WO |
2013145536 | Oct 2013 | WO |
2014033306 | Mar 2014 | WO |
2015079610 | Jun 2015 | WO |
WO 2015143641 | Oct 2015 | WO |
2015194597 | Dec 2015 | WO |
2016054092 | Apr 2016 | WO |
2017004695 | Jan 2017 | WO |
2017044761 | Mar 2017 | WO |
2017049163 | Mar 2017 | WO |
2017051595 | Mar 2017 | WO |
2017120475 | Jul 2017 | WO |
2017176861 | Oct 2017 | WO |
2017203201 | Nov 2017 | WO |
2018008232 | Jan 2018 | WO |
2018031261 | Feb 2018 | WO |
2018022523 | Feb 2018 | WO |
2018044537 | Mar 2018 | WO |
2018039273 | Mar 2018 | WO |
2018057564 | Mar 2018 | WO |
2018085287 | May 2018 | WO |
2018087408 | May 2018 | WO |
2018097831 | May 2018 | WO |
2018166921 | Sep 2018 | WO |
2018166921 | Sep 2018 | WO |
2018236587 | Dec 2018 | WO |
2019040493 | Feb 2019 | WO |
2019148154 | Aug 2019 | WO |
2020010226 | Jan 2020 | WO |
Entry |
---|
Communication according to Rule 164(1) EPC mailed on Feb. 23, 2022, European Patent Application No. 20753144.3, (11 pages). |
Communication Pursuant to Article 94(3) EPC mailed on Apr. 25, 2022, European Patent Application No. 18885707.2, (5 pages). |
Extended European Search Report mailed on Jan. 28, 2022, European Patent Application No. 19815876.8, (9 pages). |
Extended European Search Report mailed on Jun. 19, 2020, European Patent Application No. 20154750.2, (10 pages). |
Extended European Search Report mailed on Mar. 22, 2022, European Patent Application No. 19843487.0, (14 pages). |
Final Office Action mailed on Feb. 23, 2022, U.S. Appl. No. 16/748,193, (23 pages). |
Final Office Action mailed on Feb. 3, 2022, U.S. Appl. No. 16/864,721, (36 pages). |
First Examination Report Mailed on May 13, 2022, Indian Patent Application No. 202047026359, (8 pages). |
First Office Action mailed on Mar. 14, 2022 with English translation, Chinese Patent Application No. 201880079474.6, (11 pages). |
Non Final Office Action mailed on Apr. 1, 2022, U.S. Appl. No. 17/256,961, (65 pages). |
Non Final Office Action mailed on Apr. 11, 2022, U.S. Appl. No. 16/938,782, (52 pages). |
Non Final Office Action mailed on Apr. 12, 2022, U.S. Appl. No. 17/262,991, (60 pages). |
Non Final Office Action mailed on Feb. 2, 2022, U.S. Appl. No. 16/783,866, (8 pages). |
Non Final Office Action mailed on Mar. 31, 2022, U.S. Appl. No. 17/257,814, (60 pages). |
Non Final Office Action mailed on Mar. 9, 2022, U.S. Appl. No. 16/870,676, (57 pages). |
Non Final Office Action mailed on May 10, 2022, U.S. Appl. No. 17/140,921, (25 pages). |
Non Final Office Action mailed on May 17, 2022, U.S. Appl. No. 16/748,193, (11 pages). |
“Communication Pursuant to Article 94(3) EPC mailed on Feb. 28, 2023”, European Patent Application No. 19845418.3, (6 Pages). |
“Extended European Search Report issued on Apr. 5, 2023”, European Patent Application No. 20888716.6, (11 pages). |
“First Office Action mailed Apr. 21, 2023 with English translation”, Japanese Patent Application No. 2021-509779, (26 pages). |
“First Office Action mailed on Apr. 13, 2023 with English Translation”, Japanese Patent Application No. 2020-567766, (7 pages). |
“First Office Action mailed on Mar. 27, 2023 with English translation”, Japanese Patent Application No. 2020-566617, (6 pages). |
“First Office Action mailed on Mar. 6, 2023 with English translation”, Korean Patent Application No. 10-2020-7019685, (7 pages). |
“First Office Action mailed on May 26, 2023 with English translation”, Japanese Patent Application No. 2021-500607, (6 pages). |
“First Office Action mailed on May 30, 2023 with English translation”, Japanese Patent Application No. 2021-519873, (8 pages). |
“Non Final Office Action mailed on Apr. 13, 2023”, U.S. Appl. No. 17/098,043, (7 pages). |
“Non Final Office Action mailed on Jun. 14, 2023”, U.S. Appl. No. 17/516,483, (10 pages). |
“Non Final Office Action mailed on May 11, 2023”, U.S. Appl. No. 17/822,279, (24 pages). |
“Office Action mailed on Apr. 13, 2023 with English translation”, Japanese Patent Application No. 2020-533730, (13 pages). |
“Office Action mailed on Jun. 8, 2023 with English translation”, Japanese Patent Application No. 2021-503762, (6 pages). |
“Office Action mailed on Mar. 30, 2023 with English translation”, Japanese Patent Application No. 2020-566620, (10 pages). |
“Second Office Action mailed on May 2, 2023 with English Translation”, Japanese Patent Application No. 2020-549034, (6 pages). |
Li, Yujia , et al., “Graph Matching Networks for Learning the Similarity of Graph Structured Objects”, arxiv.org, Cornell University Library, 201 Olin Library Cornell University Ithaca, NY 14853, XP081268608, Apr. 29, 2019. |
Luo, Zixin , et al., “ContextDesc: Local Descriptor Augmentation With Cross-Modality Context”, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), IEEE, XP033686823, DOI: 10.1109/CVPR.2019.00263 [retrieved on Jan. 8, 2020], Jun. 15, 2019, pp. 2522-2531. |
Zhang, Zen , et al., “Deep Graphical Feature Learning for the Feature Matching Problem”, 2019 IEEE/CVF International Conference On Computer Vision (ICCV), IEEE, XP033723985, DOI: 10.1109/ICCV.2019.00519 [retrieved on Feb. 24, 2020], Oct. 27, 2019, pp. 5086-5095. |
“Communication Pursuant to Article 94(3) EPC mailed on May 30, 2022”, European Patent Application No. 19768418.6, (6 pages). |
“Extended European Search Report mailed on May 16, 2022”, European Patent Application No. 19871001.4, (9 pages). |
“Extended European Search Report mailed on May 30, 2022”, European Patent Application No. 20753144.3, (10 pages). |
“ARToolKit: Hardware”, https://web.archive.org/web/20051013062315/http://www.hitl.washington.edu:80/artoolkit/documentation/hardware.htm (downloaded Oct. 26, 2020), Oct. 13, 2015, (3 pages). |
Communication Pursuant to Article 94(3) EPC mailed on Sep. 4, 2019, European Patent Application No. 10793707.0, (4 pages). |
Communication Pursuant to Article 94(3) EPC mailed on Jan. 4, 2022, European Patent Application No. 20154070.5, (8 pages). |
Communication Pursuant to Article 94(3) EPC mailed on Oct. 21, 2021, European Patent Application No. 16207441.3, (4 pages). |
Communication Pursuant to Rule 164(1) EPC mailed on Jul. 27, 2021, European Patent Application No. 19833664.6, (11 pages). |
European Search Report mailed on Oct. 15, 2020, European Patent Application No. 20180623.9, (10 pages). |
Examination Report mailed on Jun. 19, 2020, European Patent Application No. 20154750.2, (10 pages). |
Extended European Search Report issued on May 20, 2020, European Patent Application No. 20154070.5, (7 pages). |
Extended European Search Report issued on Jan. 22, 2021, European Patent Application No. 18890390.0, (11 pages). |
Extended European Search Report issued on Nov. 3, 2020, European Patent Application No. 18885707.2, (7 pages). |
Extended European Search Report issued on Jun. 30, 2021, European Patent Application No. 19811971.1, (9 pages). |
Extended European Search Report issued on Mar. 4, 2021, European Patent Application No. 19768418.6, (9 pages). |
Extended European Search Report issued on Nov. 4, 2020, European Patent Application No. 20190980.1, (14 pages). |
Extended European Search Report mailed on Jun. 12, 2017, European Patent Application No. 16207441.3, (8 pages). |
Extended European Search Report mailed on Jan. 4, 2022, European Patent Application No. 19815085.6, (9 pages). |
Extended European Search Report mailed on Jul. 16, 2021, European Patent Application No. 19810142.0, (14 pages). |
Extended European Search Report mailed on Jul. 30, 2021, European Patent Application No. 19839970.1, (7 pages). |
Extended European Search Report mailed on Oct. 27, 2021, European Patent Application No. 19833664.6, (10 pages). |
Extended European Search Report mailed on Sep. 20, 2021, European Patent Application No. 19851373.1, (8 pages). |
Extended European Search Report mailed on Sep. 28, 2021, European Patent Application No. 19845418.3, (13 pages). |
Final Office Action mailed on Aug. 10, 2020, U.S. Appl. No. 16/225,961, (13 pages). |
Final Office Action mailed on Dec. 4, 2019, U.S. Appl. No. 15/564,517, (15 pages). |
Final Office Action mailed on Feb. 19, 2020, U.S. Appl. No. 15/552,897, (17 pages). |
Final Office Action mailed on Jun. 15, 2021, U.S. Appl. No. 16/928,313, (42 pages). |
Final Office Action mailed on Mar. 1, 2021, U.S. Appl. No. 16/214,575, (29 pages). |
Final Office Action mailed on Mar. 19, 2021, U.S. Appl. No. 16/530,776, (25 pages). |
Final Office Action mailed on Nov. 24, 2020, U.S. Appl. No. 16/435,933, (44 pages). |
Final Office Action mailed on Sep. 17, 2021, U.S. Appl. No. 16/938,782, (44 pages). |
International Search Report and Written Opinion mailed on Feb. 12, 2021, International Application No. PCT/US20/60555, (25 pages). |
International Search Report and Written Opinion mailed on Mar. 12, 2020, International PCT Patent Application No. PCT/US19/67919, (14 pages). |
International Search Report and Written Opinion mailed on Aug. 15, 2019, International PCT Patent Application No. PCT/US19/33987, (20 pages). |
International Search Report and Written Opinion mailed on Jun. 15, 2020, International PCT Patent Application No. PCT/US2020/017023, (13 pages). |
International Search Report and Written Opinion mailed on Oct. 16, 2019, International PCT Patent Application No. PCT/US19/43097, (10 pages). |
International Search Report and Written Opinion mailed on Oct. 16, 2019, International PCT Patent Application No. PCT/US19/36275, (10 pages). |
International Search Report and Written Opinion mailed on Oct. 16, 2019, International PCT Patent Application No. PCT/US19/43099, (9 pages). |
International Search Report and Written Opinion mailed on Jun. 17, 2016, International PCT Patent Application No. PCT/FI2016/050172, (9 pages). |
International Search Report and Written Opinion mailed on Feb. 2, 2021, International PCT Patent Application No. PCT/US20/60550, (9 pages). |
International Search Report and Written Opinion mailed on Oct. 22, 2019, International PCT Patent Application No. PCT/US19/43751, (9 pages). |
International Search Report and Written Opinion mailed on Dec. 23, 2019, International PCT Patent Application No. PCT/US19/44953, (11 pages). |
International Search Report and Written Opinion mailed on May 23, 2019, International PCT Patent Application No. PCT/US18/66514, (17 pages). |
International Search Report and Written Opinion mailed on Sep. 26, 2019, International PCT Patent Application No. PCT/US19/40544, (12 pages). |
International Search Report and Written Opinion mailed on Aug. 27, 2019, International PCT Application No. PCT/US2019/035245, (8 pages). |
International Search Report and Written Opinion mailed on Dec. 27, 2019, International Application No. PCT/US19/47746, (16 pages). |
International Search Report and Written Opinion mailed on Dec. 3, 2020, International Patent Application No. PCT/US20/43596, (25 pages). |
International Search Report and Written Opinion mailed on Sep. 30, 2019, International Patent Application No. PCT/US19/40324, (7 pages). |
International Search Report and Written Opinion mailed on Sep. 4, 2020, International Patent Application No. PCT/US20/31036, (13 pages). |
International Search Report and Written Opinion mailed on Jun. 5, 2020, International Patent Application No. PCT/US20/19871, (9 pages). |
International Search Report and Written Opinion mailed on Aug. 8, 2019, International PCT Patent Application No. PCT/US2019/034763, (8 pages). |
International Search Report and Written Opinion mailed on Oct. 8, 2019, International PCT Patent Application No. PCT/US19/41151, (7 pages). |
International Search Report and Written Opinion mailed on Jan. 9, 2020, International Application No. PCT/US19/55185, (10 pages). |
International Search Report and Written Opinion mailed on Feb. 28, 2019, International Patent Application No. PCT/US18/64686, (8 pages). |
International Search Report and Written Opinion mailed on Feb. 7, 2020, International PCT Patent Application No. PCT/US2019/061265, (11 pages). |
International Search Report and Written Opinion mailed on Jun. 11, 2019, International PCT Application No. PCT/US19/22620, (7 pages). |
Invitation to Pay Additional Fees mailed Aug. 15, 2019, International PCT Patent Application No. PCT/US19/36275, (2 pages). |
Invitation to Pay Additional Fees mailed Sep. 24, 2020, International Patent Application No. PCT/US2020/043596, (3 pages). |
Invitation to Pay Additional Fees mailed on Oct. 22, 2019, International PCT Patent Application No. PCT/US19/47746, (2 pages). |
Invitation to Pay Additional Fees mailed on Apr. 3, 2020, International Patent Application No. PCT/US20/17023, (2 pages). |
Invitation to Pay Additional Fees mailed on Oct. 17, 2019, International PCT Patent Application No. PCT/US19/44953, (2 pages). |
“Multi-core processor”, TechTarget, 2013, (1 page). |
Non Final Office Action mailed on Aug. 21, 2019, U.S. Appl. No. 15/564,517, (14 pages). |
Non Final Office Action mailed on Aug. 4, 2021, U.S. Appl. No. 16/864,721, (51 pages). |
Non Final Office Action mailed on Jan. 26, 2021, U.S. Appl. No. 16/928,313, (33 pages). |
Non Final Office Action mailed on Jan. 27, 2021, U.S. Appl. No. 16/225,961, (15 pages). |
Non Final Office Action mailed on Jul. 27, 2020, U.S. Appl. No. 16/435,933, (16 pages). |
Non Final Office Action mailed on Jul. 9, 2021, U.S. Appl. No. 17/002,663, (43 pages). |
Non Final Office Action mailed on Jul. 9, 2021, U.S. Appl. No. 16/833,093, (47 pages). |
Non Final Office Action mailed on Jun. 10, 2021, U.S. Appl. No. 16/938,782, (40 Pages). |
Non Final Office Action mailed on Jun. 17, 2020, U.S. Appl. No. 16/682,911, (22 pages). |
Non Final Office Action mailed on Jun. 19, 2020, U.S. Appl. No. 16/225,961, (35 pages). |
Non Final Office Action mailed on Jun. 29, 2021, U.S. Appl. No. 16/698,588, (58 pages). |
Non Final Office Action mailed on Mar. 3, 2021, U.S. Appl. No. 16/427,337, (41 pages). |
Non Final Office Action mailed on May 26, 2021, U.S. Appl. No. 16/214,575, (19 pages). |
Non Final Office Action mailed on Nov. 19, 2019, U.S. Appl. No. 16/355,611, (31 pages). |
Non Final Office Action mailed on Nov. 5, 2020, U.S. Appl. No. 16/530,776, (45 pages). |
Non Final Office Action mailed on Oct. 22, 2019, U.S. Appl. No. 15/859,277, (15 pages). |
Non Final Office Action mailed on Sep. 1, 2020, U.S. Appl. No. 16/214,575, (40 pages). |
Non Final Office Action mailed on Sep. 20, 2021, U.S. Appl. No. 17/105,848, (56 pages). |
Non Final Office Action mailed on Sep. 29, 2021, U.S. Appl. No. 16/748,193, (62 pages). |
Notice of Allowance mailed on Mar. 25, 2020, U.S. Appl. No. 15/564,517, (11 pages). |
Notice of Allowance mailed on Oct. 5, 2020, U.S. Appl. No. 16/682,911, (27 pages). |
Notice of Reason of Refusal mailed on Sep. 11, 2020 with English translation, Japanese Patent Application No. 2019-140435, (6 pages). |
“Phototourism Challenge”, CVPR 2019 Image Matching Workshop. https://image matching-workshop. github.io., (16 pages). |
“Summons to attend oral proceedings pursuant to Rule 115(1) EPC mailed on Jul. 15, 2019”, European Patent Application No. 15162521.7, (7 pages). |
Aarik, J., et al., “Effect of crystal structure on optical properties of TiO2 films grown by atomic layer deposition”, Thin Solid Films; Publication [online). May 19, 1998 [retrieved Feb. 19, 2020]. Retrieved from the Internet: <URL: https://www.sciencedirect.com/science/article/pii/S0040609097001351 ?via%3Dihub>; DOI: 10.1016/S0040-6090(97)00135-1; see entire document, (2 pages). |
Altwaijry, et al., “Learning to Detect and Match Keypoints with Deep Architectures”, Proceedings of the British Machine Vision Conference (BMVC), BMVA Press, Sep. 2016, [retrieved on Jan. 8, 2021 (Jan. 8, 2021 )] < URL: http://www.bmva.org/bmvc/2016/papers/paper049/index.html >, en lire document, especially Abstract. |
Arandjelović, Relja, et al., “Three things everyone should know to improve object retrieval”, CVPR, 2012, (8 pages). |
Azom, “Silica—Silicon Dioxide (SiO2)”, AZO Materials; Publication [Online]. Dec. 13, 2001 [retrieved Feb. 19, 2020]. Retrieved from the Internet: <URL: https://www.azom.com/article.aspx?Article1D=1114>. |
Azuma, Ronald T., “A Survey of Augmented Reality”, Presence: Teleoperators and Virtual Environments 6, 4 (Aug. 1997), 355-385; https://web.archive.org/web/20010604100006/http://www.cs.unc.edu/˜azuma/ARpresence.pdf (downloaded Oct. 26, 2020). |
Azuma, Ronald T., “Predictive Tracking for Augmented Reality”, Department of Computer Science, Chapel Hill Nc; TR95-007, Feb. 1995, 262 pages. |
Battaglia, Peter W, et al., “Relational inductive biases, deep learning, and graph networks”, arXiv:1806.01261, Oct. 17, 2018, pp. 1-40. |
Berg, Alexander C, et al., “Shape matching and object recognition using low distortion correspondences”, In CVPR, 2005, (8 pages). |
Bian, Jiawang, et al., “GMS: Grid-based motion statistics for fast, ultra-robust feature correspondence.”, In CVPR (Conference on Computer Vision and Pattern Recognition), 2017, (10 pages). |
Bimber, Oliver, et al., “Spatial Augmented Reality: Merging Real and Virtual Worlds”, https://web.media.mit.edu/˜raskar/book/BimberRaskarAugmentedRealityBook.pdf; published by A K Peters/CRC Press (Jul. 31, 2005); eBook (3rd Edition, 2007), (393 pages). |
Brachmann, Eric, et al., “Neural-Guided RANSAC: Learning Where to Sample Model Hypotheses”, In ICCV (International Conference on Computer Vision ), arXiv:1905.04132v2 [cs.CV] Jul. 31, 2019, (17 pages). |
Butail, et al., “Putting the fish in the fish tank: Immersive VR for animal behavior experiments”, In: 2012 IEEE International Conference on Robotics and Automation. May 18, 2012 (May 18, 2012) Retrieved on Nov. 14, 2020 (Nov. 14, 2020) from <http:/lcdcl.umd.edu/papers/icra2012.pdf> entire document. |
Caetano, Tibério S, et al., “Learning graph matching”, IEEE TPAMI, 31(6):1048-1058, 2009. |
Cech, Jan, et al., “Efficient sequential correspondence selection by cosegmentation”, IEEE TPAMI, 32(9):1568-1581, Sep. 2010. |
Cuturi, Marco, “Sinkhorn distances: Lightspeed computation of optimal transport”, NIPS, 2013, (9 pages). |
Dai, Angela, et al., “ScanNet: Richly-annotated 3d reconstructions of indoor scenes”, In CVPR, arXiv:1702.04405v2 [cs.CV] Apr. 11, 2017, (22 pages). |
Deng, Haowen, et al., “PPFnet: Global context aware local features for robust 3d point matching”, In CVPR, arXiv:1802.02669v2 [cs.CV] Mar. 1, 2018, (12 pages). |
Detone, Daniel, et al., “Deep image homography estimation”, In RSS Work-shop: Limits and Potentials of Deep Learning in Robotics, arXiv:1606.03798v1 [cs.CV] Jun. 13, 2016, (6 pages). |
Detone, Daniel, et al., “Self-improving visual odometry”, arXiv:1812.03245, Dec. 8, 2018, (9 pages). |
Detone, Daniel, et al., “SuperPoint: Self-supervised interest point detection and description”, In CVPR Workshop on Deep Learning for Visual SLAM, arXiv:1712.07629v4 [cs.CV] Apr. 19, 2018, (13 pages). |
Dusmanu, Mihai, et al., “D2-net: A trainable CNN for joint detection and description of local features”, CVPR, arXiv:1905.03561v1 [cs.CV] May 9, 2019, (16 pages). |
Ebel, Patrick, et al., “Beyond cartesian representations for local descriptors”, ICCV, arXiv:1908.05547v1 [cs.CV] Aug. 15, 2019, (11 pages). |
Fischler, Martin A, et al., “Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography”, Communications of the ACM, 24(6): 1981, pp. 381-395. |
Gilmer, Justin, et al., “Neural message passing for quantum chemistry”, In ICML, arXiv:1704.01212v2 [cs.LG] Jun. 12, 2017, (14 pages). |
Giuseppe, Donato, et al., “Stereoscopic helmet mounted system for real time 3D environment reconstruction and indoor ego—motion estimation”, Proc. SPIE 6955, Head- and Helmet-Mounted Displays XIII: Design and Applications, 69550P. |
Goodfellow, “Titanium Dioxide—Titania (TiO2)”, AZO Materials; Publication [online]. Jan. 11, 2002 [retrieved Feb. 19, 2020]. Retrieved from the Internet: <URL: https://www.azom.com/article.aspx?Article1D=1179>. |
Hartley, Richard, et al., “Multiple View Geometry in Computer Vision”, Cambridge University Press, 2003, pp. 1-673. |
Jacob, Robert J.K., “Eye Tracking in Advanced Interface Design”, Human-Computer Interaction Lab, Naval Research Laboratory, Washington, D.C., date unknown. 2003, pp. 1-50. |
Lee, et al., “Self-Attention Graph Pooling”, Cornell University Library/Computer Science/Machine Learning, Apr. 17, 2019 [retrieved on Jan. 8, 2021 from the Internet< URL: https://arxiv.org/abs/1904.08082 >, entire document. |
Lee, Juho, et al., “Set transformer: A frame-work for attention-based permutation-invariant neural networks”, ICML, arXiv: 1810.00825v3 [cs.LG] May 26, 2019, (17 pages). |
Leordeanu, Marius, et al., “A spectral technique for correspondence problems using pairwise constraints”, Proceedings of (ICCV) International Conference on Computer Vision, vol. 2, pp. 1482-1489, Oct. 2005, (8 pages). |
Levola, T., “Diffractive Optics for Virtual Reality Displays”, Journal of the SID Eurodisplay 14/05, 2005, XP008093627, chapters 2-3, Figures 2 and 10, pp. 467-475. |
Levola, Tapani, “Invited Paper: Novel Diffractive Optical Components for Near to Eye Displays—Nokia Research Center”, SID 2006 Digest, 2006 SID International Symposium, Society for Information Display, vol. XXXVII, May 24, 2005, chapters 1-3, figures 1 and 3, pp. 64-67. |
Li, Yujia, et al., “Graph matching networks for learning the similarity of graph structured objects”, ICML, arXiv: 1904.12787v2 [cs.LG] May 12, 2019, (18 pages). |
Li, Zhengqi, et al., “Megadepth: Learning single-view depth prediction from internet photos”, In CVPR, fromarXiv: 1804.00607v4 [cs.CV] Nov. 28, 2018, (10 pages). |
Libovicky, et al., “Input Combination Strategies for Multi-Source Transformer Decoder”, Proceedings of the Third Conference on Machine Translation (WMT). vol. 1: Research Papers, Belgium, Brussels, Oct. 31-Nov. 1, 2018; retrieved on Jan. 8, 2021 (Jan. 8, 2021 ) from < URL: https://doi.org/10.18653/v1/W18-64026 >, entire document. |
Loiola, Eliane Maria, et al., “A survey for the quadratic assignment problem”, European journal of operational research, 176(2): 2007, pp. 657-690. |
Lowe, David G, “Distinctive image features from scale-invariant keypoints”, International Journal of Computer Vision, 60(2): 91-110, 2004, (28 pages). |
Luo, Zixin, et al., “ContextDesc: Local descriptor augmentation with cross-modality context”, CVPR, arXiv:1904.04084v1 [cs.CV] Apr. 8, 2019, (14 pages). |
Memon, F., et al., “Synthesis, Characterization and Optical Constants of Silicon Oxycarbide”, EPJ Web of Conferences; Publication [online). Mar. 23, 2017 [retrieved Feb. 19, 2020) .<URL: https://www.epj-conferences.org/articles/epjconf/pdf/2017/08/epjconf_nanop2017_00002.pdf>; DOI: 10.1051/epjconf/201713900002, (8 pages). |
Molchanov, Pavlo, et al., “Short-range FMCW monopulse radar for hand-gesture sensing”, 2015 IEEE Radar Conference (RadarCon) (2015), pp. 1491-1496. |
Mrad, et al., “A framework for System Level Low Power Design Space Exploration”, 1991. |
Munkres, James, “Algorithms for the assignment and transportation problems”, Journal of the Society for Industrial and Applied Mathematics, 5(1): 1957, pp. 32-38. |
Ono, Yuki, et al., “LF-Net: Learning local features from images”, 32nd Conference on Neural Information Processing Systems (NIPS 2018), arXiv: 1805.09662v2 [cs.CV] Nov. 22, 2018, (13 pages). |
Paszke, Adam, et al., “Automatic differentiation in Pytorch”, 31st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, USA, (4 pages). |
Peyré, Gabriel, et al., “Computational Optimal Transport”, Foundations and Trends in Machine Learning, 11(5-6):355-607, 2019; arXiv:1803.00567v4 [stat.ML] Mar. 18, 2020, (209 pages). |
Qi, Charles Ruizhongtai, et al., “Pointnet++: Deep hierarchical feature learning on point sets in a metric space.”, 31st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, USA., (10 pages). |
Qi, Charles R, et al., “Pointnet: Deep Learning on Point Sets for 3D Classification and Segmentation”, CVPR, arXiv:1612.00593v2 [cs.CV] Apr. 2, 1001, (19 pages). |
Radenović, Filip, et al., “Revisiting Oxford and Paris: Large-Scale Image Retrieval Benchmarking”, CVPR, arXiv:1803.11285v1 [cs.CV] Mar. 29, 2018, (10 pages). |
Raguram, Rahul, et al., “A comparative analysis of ransac techniques leading to adaptive real-time random sample consensus”, Computer Vision—ECCV 2008, 10th European Conference on Computer Vision, Marseille, France, Oct. 12-18, 2008, Proceedings, Part I, (15 pages). |
Ranftl, René, et al., “Deep fundamental matrix estimation”, European Conference on Computer Vision (ECCV), 2018, (17 pages). |
Revaud, Jerome, et al., “R2D2: Repeatable and Reliable Detector and Descriptor”, In NeurIPS, arXiv:1906.06195v2 [cs.CV] Jun. 17, 2019, (12 pages). |
Rocco, Ignacio, et al., “Neighbourhood Consensus Networks”, 32nd Conference on Neural Information Processing Systems (NeurIPS 2018), Montréal, Canada, arXiv:1810.10510v2 [cs.CV] Nov. 29, 2018, (20 pages). |
Rublee, Ethan, et al., “ORB: An efficient alternative to SIFT or SURF”, Proceedings of the IEEE International Conference on Computer Vision. 2564-2571. 2011; 10.1109/ICCV.2011.612654, (9 pages). |
Sarlin, et al., “SuperGlue: Learning Feature Matching with Graph Neural Networks”, Cornell University Library/Computer Science/ Computer Vision and Pattern Recognition, Nov. 26, 2019 [retrieved on Jan. 8, 2021 from the Internet< URL: https://arxiv.org/abs/1911.11763 >, entire document. |
Sattler, Torsten, et al., “SCRAMSAC: Improving RANSAC's efficiency with a spatial consistency filter”, ICCV, 2009: 2090-2097., (8 pages). |
Schonberger, Johannes Lutz, et al., “Pixelwise view selection for un-structured multi-view stereo”, Computer Vision—ECCV 2016: 14th European Conference, Amsterdam, The Netherlands, Oct. 11-14, 2016, Proceedings, Part III, pp. 501-518, 2016. |
Schonberger, Johannes Lutz, et al., “Structure-from-motion revisited”, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, pp. 4104-4113, (11 pages). |
Sheng, Liu, et al., “Time-multiplexed dual-focal plane head-mounted display with a liquid lens”, Optics Letters, Optical Society of Amer I Ca, US, vol. 34, No. 11, Jun. 1, 2009 (Jun. 1, 2009), XP001524475, ISSN: 0146-9592, pp. 1642-1644. |
Sinkhorn, Richard, et al., “Concerning nonnegative matrices and doubly stochastic matrices.”, Pacific Journal of Mathematics, 1967, pp. 343-348. |
Spencer, T., et al., “Decomposition of poly(propylene carbonate) with UV sensitive iodonium 11 salts”, Polymer Degradation and Stability; (online]. Dec. 24, 2010 (retrieved Feb. 19, 2020]., (17 pages). |
Tanriverdi, Vildan, et al., “Interacting With Eye Movements in Virtual Environments”, Department of Electrical Engineering and Computer Science, Tufts University; Proceedings of the SIGCHI conference on Human Factors in Computing Systems, Apr. 2000, pp. 1-8. |
Thomee, Bart, et al., “YFCC100m: The new data in multimedia research”, Communications of the ACM, 59(2):64-73, 2016; arXiv: 1503.01817v2 [cs.MM] Apr. 25, 2016, (8 pages). |
Torresani, Lorenzo, et al., “Feature correspondence via graph matching: Models and global optimization”, Computer Vision—ECCV 2008, 10th European Conference on Computer Vision, Marseille, France, Oct. 12-18, 2008, Proceedings, Part II, (15 pages). |
Tuytelaars, Tinne, et al., “Wide baseline stereo matching based on local, affinely invariant regions”, BMVC, 2000, pp. 1-14. |
Ulyanov, Dmitry, et al., “Instance normalization: The missing ingredient for fast stylization”, arXiv:1607.08022v3 [cs.CV] Nov. 6, 2017, (6 pages). |
Vaswani, Ashish, et al., “Attention is all you need”, 31st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, USA; arXiv:1706.03762v5 [cs.CL] Dec. 6, 2017, (15 pages). |
Veličkovič, Petar, et al., “Graph attention networks”, ICLR, arXiv:1710.10903v3 [stat.ML] Feb. 4, 2018, (12 pages). |
Villani, Cédric, “Optimal transport: old and new”, vol. 338. Springer Science & Business Media, Jun. 2008, pp. 1-998. |
Wang, Xiaolong, et al., “Non-local neural networks”, CVPR, arXiv: 1711.07971v3 [cs.CV] Apr. 13, 2018, (10 pages). |
Wang, Yue, et al., “Deep Closest Point: Learning representations for point cloud registration”, ICCV, arXiv: 1905.03304v1 [cs.CV] May 8, 2019, (10 pages). |
Wang, Yue, et al., “Dynamic Graph CNN for learning on point clouds”, ACM Transactions on Graphics, arXiv:1801.07829v2 [cs.CV] Jun. 11, 2019, (13 pages). |
Weissel, et al., “Process cruise control: event-driven clock scaling for dynamic power management”, Proceedings of the 2002 international conference on Compilers, architecture, and synthesis for embedded systems. Oct. 11, 2002 (Oct. 11, 2002) Retrieved on May 16, 2020 (May 16, 2020) from <URL: https://dl.acm.org/doi/pdf/10.1145/581630.581668>. |
Yi, Kwang Moo, et al., “Learning to find good correspondences”, CVPR, arXiv:1711.05971v2 [cs.CV] May 21, 2018, (13 pages). |
Yi, Kwang Moo, et al., “Lift: Learned invariant feature transform”, ECCV, arXiv:1603.09114v2 [cs.CV] Jul. 29, 2016, (16 pages). |
Zaheer, Manzil, et al., “Deep Sets”, 31st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, USA; arXiv:1703.06114v3 [cs.LG] Apr. 14, 2018, (29 pages). |
Zhang, Jiahui, et al., “Learning two-view correspondences and geometry using order-aware network”, ICCV; aarXiv: 1908.04964v1 [cs.CV] Aug. 14, 2019, (11 pages). |
Zhang, Li, et al., “Dual graph convolutional net-work for semantic segmentation”, BMVC, 2019; arXiv:1909.06121v3 [cs.CV] Aug. 26, 2020, (18 pages). |
“Extended European Search Report issued on Aug. 24, 2022”, European Patent Application No. 20846338.0, (13 pages). |
“Extended European Search Report issued on Sep. 8, 2022”, European Patent Application No. 20798769.4, (13 pages). |
“Extended European Search Report mailed on Nov. 3, 2022”, European Patent Application No. 20770244.0, (23 pages). |
“First Examination Report Mailed on Dec. 8, 2022”, Australian Patent Application No. 2018392482, (3 pages). |
“First Office Action mailed on Sep. 16, 2022 with English translation”, Chinese Patent Application No. 201980063642.7, (7 pages). |
“FS_XR5G: Permanent document, v0.4.0”, QUALCOMM Incorporated, 3GPP TSG-SA 4 Meeting 103 retrieved from the Internet: URL:http://www.3gpp.org/ftp/Meetings%5F3GP P%5FSYNC/SA4/Docs/S4%2DI90526%2Ezip [retrieved on Apr. 12, 2019], Apr. 12, 2019, (98 pages). |
“Non Final Office Action mailed on Dec. 7, 2022”, U.S. Appl. No. 17/357,795, (63 pages). |
“Non Final Office Action mailed on Sep. 19, 2022”, U.S. Appl. No. 17/263,001, (14 pages). |
“Notice of Reason for Rejection mailed on Oct. 28, 2022 with English translation”, Japanese Patent Application No. 2020-531452, (3 pages). |
“Office Action mailed on Nov. 24, 2022 with English Translation”, Japanese Patent Application No. 2020-533730, (11 pages). |
“Second Office Action mailed on Jun. 20, 2022 with English Translation”, Chinese Patent Application No. 201880089255.6, (14 pages). |
Anonymous , “Koi Pond: Top iPhone App Store Paid App”, https://web.archive.org/web/20080904061233/https://www.iphoneincanada.ca/reviews /koi-pond-top-iphone-app-store-paid-app/—[retrieved on Aug. 9, 2022], (2 pages). |
“Extended European Search Report issued on Jul. 20, 2022”, European Patent Application No. 19885958.9, (9 pages). |
“Extended European Search Report issued on Aug. 8, 2022”, European Patent Application No. 19898874.3, (8 pages). |
“Final Office Action mailed on Jul. 13, 2022”, U.S. Appl. No. 17/262,991, (18 pages). |
“First Examination Report Mailed on Jul. 27, 2022”, Chinese Patent Application No. 201980036675.2, (5 pages). |
“First Examination Report Mailed on Jul. 28, 2022”, Indian Patent Application No. 202047024232, (6 pages). |
“Non Final Office Action mailed on Jul. 26, 2022”, U.S. Appl. No. 17/098,059, (28 pages). |
“Second Office Action mailed on Jul. 13, 2022 with English Translation”, Chinese Patent Application No. 201880079474.6, (10 pages). |
Chittineni, C. , et al., “Single filters for combined image geometric manipulation and enhancement”, Proceedings of SPIE vol. 1903, Image and Video Processing, Apr. 8, 1993, San Jose, CA. (Year. 1993), pp. 111-121. |
“Decision of Rejection mailed on Jan. 5, 2023 with English translation”, Chinese Patent Application No. 201880079474.6, (10 pages). |
“Extended European Search Report issued on Dec. 14, 2022”, European Patent Application No. 20886547.7, (8 pages). |
“Final Office Action mailed on Dec. 29, 2022”, U.S. Appl. No. 17/098,059, (32 pages). |
“Final Office Action mailed on Mar. 10, 2023”, U.S. Appl. No. 17/357,795, (15 pages). |
“First Office Action mailed on Dec. 22, 2022 with English translation”, Chinese Patent Application No. 201980061450.2, (11 pages). |
“First Office Action mailed on Jan. 24, 2023 with English translation”, Japanese Patent Application No. 2020-549034, (7 pages). |
“First Office Action mailed on Jan. 30, 2023 with English translation”, Chinese Patent Application No. 201980082951.9, (5 pages). |
“Non Final Office Action mailed on Feb. 3, 2023”, U.S. Appl. No. 17/429,100, (16 pages). |
“Non Final Office Action mailed on Feb. 3, 2023”, U.S. Appl. No. 17/497,965, (32 pages). |
“Non Final Office Action mailed on Jan. 24, 2023”, U.S. Appl. No. 17/497,940, (10 pages). |
“Non Final Office Action mailed on Mar. 1, 2023”, U.S. Appl. No. 18/046,739, (34 pages). |
“Communication Pursuant to Article 94(3) EPC mailed on Jul. 28, 2023”, European Patent Application No. 19843487.0, (15 pages). |
“Communication Pursuant to Article 94(3) EPC mailed on May 23, 2023”, European Patent Application No. 18890390.0, (5 pages). |
“Communication Pursuant to Article 94(3) EPC mailed on Oct. 6, 2023”, European Patent Application No. 19851373.1, (6 pages). |
“Communication Pursuant to Rule 164(1) EPC mailed on Feb. 23, 2022”, European Patent Application No. 20753144.3, (11 pages). |
“Extended European Search Report issued on Jan. 8, 2024”, European Patent Application No. 23195266.4, (8 pages). |
“Final Office Action mailed Oct. 16, 2023”, U.S. Appl. No. 17/098,043, (7 pages). |
“Final Office Action mailed on Dec. 1, 2023”, U.S. Appl. No. 17/357,795, (18 pages). |
“Final Office Action mailed on Sep. 8, 2023 with English translation”, Japanese Patent Application No. 2020-566620, (18 pages). |
“First Examination Report Mailed on Aug. 8, 2023”, Australian Patent Application No. 2018379105, (3 pages). |
“First Office Action mailed Dec. 12, 2023 with English translation”, Japanese Patent Application No. 2021-545712, (8 pages). |
“First Office Action mailed Jul. 4, 2023 with English translation”, Japanese Patent Application No. 2021-505669, (6 pages). |
“First Office Action mailed Nov. 2, 2023 with English translation”, Chinese Patent Application No. 201980090867.1, (16 pages). |
“First Office Action mailed on Dec. 11, 2023”, Chinese Patent Application No. 201980032005.3, (10 pages). |
“First Office Action mailed on Jun. 13, 2023 with English translation”, Japanese Patent Application No. 2020-567853, (7 pages). |
“First Office Action mailed Sep. 29, 2023 with English translation”, Japanese Patent Application No. 2023-10887, (5 pages). |
“Non Final Office Action mailed Nov. 19. 2019”, U.S. Appl. No. 16/355,611, (31 pages). |
“Non Final Office Action mailed on Aug. 2, 2023”, U.S. Appl. No. 17/807,600, (25 pages). |
“Non Final Office Action mailed on Jul. 20, 2023”, U.S. Appl. No. 17/650,188, (11 pages). |
“Non Final Office Action mailed on Nov. 22, 2023”, U.S. Appl. No. 17/268,376, (8 pages). |
“Non Final Office Action mailed on Nov. 3, 2023”, U.S. Appl. No. 17/416,248, (17 pages). |
“Non Final Office Action mailed on Oct. 11, 2023”, U.S. Appl. No. 17/357,795, (14 pages). |
“Notice of Allowance mailed on Jul. 27, 2023 with English translation”, Korean Patent Application No. 10-2020-7019685, (4 pages). |
“Office Action mailed Nov. 21, 2023 with English Translation”, Japanese Patent Application No. 2021-535716, (15 pages). |
“Office Action mailed on Dec. 14, 2023 with English translation”, Japanese Patent Application No. 2021-526564, (13 pages). |
“Office Action mailed on Jul. 20, 2023 with English translation”, Japanese Patent Application No. 2021-505884, (6 pages). |
“Office Action mailed on Nov. 7, 2023 with English translation”, Korean Patent Application No. 10-2023-7036734, (5 pages). |
“Office Action mailed on Nov. 8, 2023 with English translation”, Chinese Patent Application No. 201980060018.1, (12 pages). |
“Penultimate Office Action mailed on Oct. 19, 2023 with English translation”, Japanese Patent Application No. 2021-509779, (5 pages). |
“Second Office Action mailed on Sep. 25, 2023 with English translation”, Japanese Patent Application No. 2020-567853, (8 pages). |
“Wikipedia Dioptre”, Jun. 22, 2018 (Jun. 22, 2018), XP093066995, Retrieved from the Internet: URL:https://en.wikipedia.org/w/index.php? title=Dioptre&direction=next&oldid=846451540 [retrieved on Jul. 25, 2023], (3 pages). |
“Communication Pursuant to Article 94(3) EPC mailed on Feb. 21, 2024”, European Patent Application No. 20770244.0, (8 pages). |
“First Office Action mailed Mar. 1, 2024 with English translation”, Japanese Patent Application No. 2021-553297, (5 pages). |
“First Office Action mailed on Feb. 1, 2024 with English translation”, Chinese Patent Application No. 202080018865.4, (9 pages). |
“Non Final Office Action mailed on Feb. 26, 2024”, U.S. Appl. No. 18/046,739, (48 pages). |
“Office Action mailed on Feb. 19, 2024 with English translation”, Korean Patent Application No. 10-2020-7020552, (18 pages). |
“Communication Pursuant to Article 94(3) EPC mailed on Mar. 11, 2024”, European Patent Application No. 20798769.4, (12 pages). |
“Extended European Search Report issued on Apr. 25, 2024”, European Patent Application No. 23208907.8, (9 pages). |
“Office Action mailed on Feb. 26, 2024 with English translation”, Chinese Patent Application No. 201980069194.1, (11 pages). |
“Office Action mailed on Mar. 6, 2024 with English translation”, Chinese Patent Application No. 201980053016.X, (7 pages). |
“Final Office Action mailed on May 24, 2024”, U.S. Appl. No. 18/046,739, (52 pages). |
“First Office Action mailed Mar. 20, 2024 with English translation”, Chinese Patent Application No. 202080048293.4, (22 pages). |
“First Office Action mailed on Mar. 25, 2024 with English translation”, Chinese Patent Application No. 202080018919.7, (21 pages). |
“Non Final Office Action mailed on May 16, 2024”, U.S. Appl. No. 18/361,546, (11 pages). |
Number | Date | Country | |
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20210271484 A1 | Sep 2021 | US |
Number | Date | Country | |
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62696132 | Jul 2018 | US |