The present invention relates generally to video encoders and video decoders and, more particularly, to film grain Supplemental Enhancement Information (SEI) message insertion for bit-accurate film grain simulation in a video system.
Film Grain Management (FGM, also referred to as Film Grain Technology, or FGT) has been presented as a new tool that allows encoding the grain in motion picture film by means of a parameterized model to be transmitted as parallel information for use by a video decoder. To support FGM, the Fidelity Range Extension (FRExt) Amendment to the ITU-T Rec. H.264|ISO/IEC 14496-10|MPEG-4 AVC|Joint Video Team (JVT) standard (hereinafter the “H.264 standard”) has defined a Film Grain Supplemental Enhancement Information (SEI) message. The SEI message describes the film grain characteristics regarding attributes such as size and intensity, and allows a video decoder to simulate the film grain look onto the decoded picture. The H.264 standard specifies which parameters are present in the film grain SEI message, how to interpret the parameters, and the syntax for encoding the SEI message in binary format. However, the H.264 standard does not specify the exact procedure to simulate film grain upon reception of the film grain SEI message by a video decoder. It is to be appreciated that FGM can be used jointly with any other video coding method, since FGM utilizes parallel information, transmitted from an encoder, that does not affect the decoding process.
In FGM, the encoder models the film grain of the video sequence and the decoder simulates the film grain according to the received information. The encoder can use FGM to enhance the quality of the compressed video when there is difficulty retaining the film grain. Additionally, the encoder has the option of removing or attenuating the film grain prior to encoding in order to reduce the bit-rate.
Film grain simulation aims at synthesizing film grain samples that simulate the look of original film content. Unlike film grain modeling, which is entirely performed at the encoder, film grain simulation is performed at the decoder. Film grain simulation is done after decoding the video stream and prior to display. Images with added film grain are never used within the decoding process. Being a post-processing method, synthesis of simulated film grain on the decoded images for the display process is not specified in the H.264 standard. The film grain simulation process includes the decoding of film grain supplemental information, transmitted in a film grain SEI message as specified by the Fidelity Range Extensions Amendment of the H.264 standard mentioned above.
In a previously disclosed prior art approach to film grain simulation, a set of specifications was disclosed to allow bit-accurate film grain simulation during normal playback. In order to support bit-accuracy with trick mode play (e.g. fast forward, reverse playback, jump to chapters, and so forth) an addendum to this first prior art approach (the addendum hereinafter referred to as the second prior art approach) was developed. In the second prior art approach to film grain simulation, bit-accuracy was achieved by transmitting the film grain SEI messages only preceding I frames and forcing the transmitted film grain SEI messages to be applied in decoding order. The second prior art approach ensures consistent film grain simulation for all the frames in normal playback as well as in trick mode play, with a minimum overhead in the video bit-stream due to the transmission of the film grain SEI messages. However, since the H.264 standard specifies that SEI messages are to be applied in display order (versus decoding order as specified in the second prior art approach), the solution proposed in the second prior art approach is not compliant with the H.264 standard. While this fact does not affect the perceived visual quality, it may prevent the deployment of the specifications disclosed in the second prior art approach in those forums where conformance to the H.264 standard is required.
Turning to
Accordingly, it would be desirable and highly advantageous to have a method for inserting film grain SEI messages in a video system in bit-accurate manner and in compliance with the H.264 standard.
These and other drawbacks and disadvantages of the prior art are addressed by the present invention, which is directed to film grain characteristics Supplemental Enhancement Information (SEI) message insertion for bit-accurate simulation in a video system.
According to an aspect of the present invention, there is provided a method for simulating film grain in an ordered sequence. The method includes the steps of providing film grain supplemental information corresponding to a plurality of intra coded pictures, and providing additional film grain supplemental information corresponding to inter coded pictures between consecutive intra coded pictures, in decode order. The inter coded pictures are selected based upon display order.
According to another aspect of the present invention, there is provided a bit-accurate method for simulating film grain in display order to provide consistent film grain simulation irrespective of play mode. The method includes the step of sending film grain SEI messages preceding I, P and B pictures. Only one film grain SEI message precedes a particular one of the I, P, and B pictures. Moreover, the only one of the film grain SEI messages preceding a B picture is the same as the film grain SEI message of an I picture or a P picture preceding the B picture, in decoding order.
According to yet another aspect of the present invention, there is provided an apparatus for simulating film grain in an ordered sequence. The apparatus includes a film grain modeler for providing film grain supplemental information corresponding to a plurality of intra coded pictures, and for providing additional film grain supplemental information corresponding to inter coded pictures between consecutive intra coded pictures, in decode order. The inter coded pictures are selected based upon display order.
According to still yet another aspect of the present invention, there is provided a bit-accurate apparatus for simulating film grain in display order to provide consistent film grain simulation irrespective of play mode. The apparatus includes a film grain modeler for sending film grain SEI messages preceding I, P and B pictures. Only one film grain SEI message precedes a particular one of the I, P, and B pictures. Moreover, the only one of the film grain SEI messages preceding a B picture is the same as the film grain SEI message of an I picture or a P picture preceding the B picture, in decoding order.
These and other aspects, features and advantages of the present invention will become apparent from the following detailed description of exemplary embodiments, which is to be read in connection with the accompanying drawings.
The present invention may be better understood in accordance with the following exemplary figures, in which:
The present invention is directed to film grain Supplemental Enhancement Information (SEI) message insertion for bit-accurate simulation in a video system.
Advantageously, the present invention allows a bit-accurate implementation of the film grain simulation process during normal play and trick-mode play that is in conformance with the H.264 standard. According to one illustrative embodiment of the present invention, film grain SEI messages should be transmitted not only preceding I pictures, as per the prior art, but also between two consecutive I pictures, in decoding order, preceding the P or B picture with the smallest picture order count (POC) value. Other inventive specifications in accordance with the present invention are also provided herein. It is to be appreciated that, given the teachings of the present invention provided herein, the present invention can be applied jointly with any other video coding standard having the capability of conveying a pre-specified set of film grain parameters, either in-band or out-of-band.
The present description illustrates the principles of the present invention. It will thus be appreciated that those skilled in the art will be able to devise various arrangements that, although not explicitly described or shown herein, embody the principles of the invention and are included within its spirit and scope.
All examples and conditional language recited herein are intended for pedagogical purposes to aid the reader in understanding the principles of the invention and the concepts contributed by the inventor to furthering the art, and are to be construed as being without limitation to such specifically recited examples and conditions.
Moreover, all statements herein reciting principles, aspects, and embodiments of the invention, as well as specific examples thereof, are intended to encompass both structural and functional equivalents thereof. Additionally, it is intended that such equivalents include both currently known equivalents as well as equivalents developed in the future, i.e., any elements developed that perform the same function, regardless of structure.
Thus, for example, it will be appreciated by those skilled in the art that the block diagrams presented herein represent conceptual views of illustrative circuitry embodying the principles of the invention. Similarly, it will be appreciated that any flow charts, flow diagrams, state transition diagrams, pseudocode, and the like represent various processes which may be substantially represented in computer readable media and so executed by a computer or processor, whether or not such computer or processor is explicitly shown.
The functions of the various elements shown in the figures may be provided through the use of dedicated hardware as well as hardware capable of executing software in association with appropriate software. When provided by a processor, the functions may be provided by a single dedicated processor, by a single shared processor, or by a plurality of individual processors, some of which may be shared. Moreover, explicit use of the term “processor” or “controller” should not be construed to refer exclusively to hardware capable of executing software, and may implicitly include, without limitation, digital signal processor (“DSP”) hardware, read-only memory (“ROM”) for storing software, random access memory (“RAM”), and non-volatile storage.
Other hardware, conventional and/or custom, may also be included. Similarly, any switches shown in the figures are conceptual only. Their function may be carried out through the operation of program logic, through dedicated logic, through the interaction of program control and dedicated logic, or even manually, the particular technique being selectable by the implementer as more specifically understood from the context.
In the claims hereof, any element expressed as a means for performing a specified function is intended to encompass any way of performing that function including, for example, a) a combination of circuit elements that performs that function or b) software in any form, including, therefore, firmware, microcode or the like, combined with appropriate circuitry for executing that software to perform the function. The invention as defined by such claims resides in the fact that the functionalities provided by the various recited means are combined and brought together in the manner which the claims call for. It is thus regarded that any means that can provide those functionalities are equivalent to those shown herein.
Turning to
An input to the transmitter 210 is connected in signal communication with an input of the film grain remover 212 and a first input of the film grain modeler 216. An output of the film grain remover 212 is connected in signal communication with an input of the video encoder 214 and a second input of the film grain modeler 216. An output of the video encoder 214 is available as a first output of the transmitter 210. An output of the film grain modeler 216 is available as a second output of the transmitter 210. The first output of the transmitter 210 is connected in signal communication with a first input of the receiver 250. The second output of the transmitter 210 is connected in signal communication with a second input of the receiver 250. The first input of the receiver 250 is connected in signal communication with an input of the video decoder 252. The second input of the receiver 250 is connected in signal communication with a first input of the film grain simulator 254. A first output of the video decoder 252 is connected in signal communication with a second input of the film grain simulator 254. A second output of the video decoder 252 is connected in signal communication with a first input of the combiner 256. An output of the film grain simulator is connected in signal communication with a second input of the combiner 256. An output of the combiner 256 is available as an output of the receiver 250.
A description will now be given with respect to
Turning to
According to the specifications shown and described with respect to
Turning to
It is to be appreciated that the method 300 of
Turning to
A description will now be given with respect to
Turning to
The method 700 includes a start block 702 that passes control to a function block 705. The function block 705 specifies that film grain SEI messages shall be sent preceding I pictures, further specifies that only one film grain SEI message shall precede a particular I picture, and passes control to a function block 710. The function block 710 specifies that film grain SEI messages shall also be sent between two consecutive I pictures, in decoding order, preceding all P pictures or all B pictures following an I or P picture, further specifies that only one film grain SEI message shall precede a particular P or B picture, and passes control to a function block 715. The function block 715 specifies that the film grain SEI message preceding a P or B picture shall be the same as the film grain SEI message of the closest I picture preceding the P or B picture, in decoding order, and passes control to an end block 720.
It is to be appreciated that the method 700 of
A description will now be given with respect to
Turning to
The method includes a start block 802 that passes control to a function block 305. The function block 305 specifies that film grain SEI messages shall be sent preceding I pictures, further specifies that only one film grain SEI message shall precede a particular I picture, and passes control to a function block 310. The function block 310 specifies that film grain SEI messages shall also be sent between two consecutive I pictures, in decoding order, preceding the P or B picture with the smallest POC value, further specifies that only one film grain SEI message shall precede a particular P or B picture, and passes control to a function block 315. The function block 315 specifies that the film grain SEI message preceding a P or B picture shall be the same as the film grain SEI message of the closest I picture that precedes the P or B picture, in decoding order, and passes control to a function block 820. The function block 820 specifies that film grain SEI messages shall be sent preceding P pictures, further specifies that only one film grain SEI message shall precede a particular P picture, and passes control to a function block 825.
The function block 825 specifies that film grain SEI messages shall also be sent between two consecutive P pictures, in decoding order, preceding the B picture with the smallest POC value, further specifies that only one film grain SEI message shall precede a particular B picture, and passes control to an end block 830.
According to the specifications of the method 800 of
A description will now be given with respect to
Turning to
The method 1000 includes a start block 1002 that passes control to a function block 1005. The function block 1005 specifies that film grain SEI messages shall be sent preceding I, P and B pictures, further specifies that only one film grain SEI message shall precede a particular picture, and passes control to a function block 1010.
The function block 1010 specifies that the film grain SEI message preceding a B picture shall be the same as the film grain SEI message of its preceding I or P picture, in decoding order, and passes control to an end block 1016.
Turning to
These and other features and advantages of the present invention may be readily ascertained by one of ordinary skill in the pertinent art based on the teachings herein. It is to be understood that the teachings of the present invention may be implemented in various forms of hardware, software, firmware, special purpose processors, or combinations thereof.
Most preferably, the teachings of the present invention are implemented as a combination of hardware and software. Moreover, the software is preferably implemented as an application program tangibly embodied on a program storage unit. The application program may be uploaded to, and executed by, a machine comprising any suitable architecture. Preferably, the machine is implemented on a computer platform having hardware such as one or more central processing units (“CPU”), a random access memory (“RAM”), and input/output (“I/O”) interfaces. The computer platform may also include an operating system and microinstruction code. The various processes and functions described herein may be either part of the microinstruction code or part of the application program, or any combination thereof, which may be executed by a CPU. In addition, various other peripheral units may be connected to the computer platform such as an additional data storage unit and a printing unit.
It is to be further understood that, because some of the constituent system components and methods depicted in the accompanying drawings are preferably implemented in software, the actual connections between the system components or the process function blocks may differ depending upon the manner in which the present invention is programmed. Given the teachings herein, one of ordinary skill in the pertinent art will be able to contemplate these and similar implementations or configurations of the present invention.
Although the illustrative embodiments have been described herein with reference to the accompanying drawings, it is to be understood that the present invention is not limited to those precise embodiments, and that various changes and modifications may be effected therein by one of ordinary skill in the pertinent art without departing from the scope or spirit of the present invention. All such changes and modifications are intended to be included within the scope of the present invention as set forth in the appended claims.
This application claims the benefit, under 35 U.S.C. §365 of International Application PCT/US2005/040383, filed Nov. 8, 2005, which was published in accordance with PCT Article 21(2) on May 26, 2006 in English and claims priority of 60/628,477 filed Nov. 16, 2004.
Filing Document | Filing Date | Country | Kind | 371c Date |
---|---|---|---|---|
PCT/US2005/040383 | 11/8/2005 | WO | 00 | 5/15/2007 |
Publishing Document | Publishing Date | Country | Kind |
---|---|---|---|
WO2006/055333 | 5/26/2006 | WO | A |
Number | Name | Date | Kind |
---|---|---|---|
4897775 | Klaassens | Jan 1990 | A |
4935816 | Faber | Jun 1990 | A |
4998167 | Jaqua | Mar 1991 | A |
5028280 | Ihara et al. | Jul 1991 | A |
5140414 | Mowry | Aug 1992 | A |
5216556 | Steinberg et al. | Jun 1993 | A |
5262248 | Ihara et al. | Nov 1993 | A |
5285402 | Keith | Feb 1994 | A |
5285482 | Sehier et al. | Feb 1994 | A |
5335013 | Faber | Aug 1994 | A |
5374954 | Mowry | Dec 1994 | A |
5386244 | Gai | Jan 1995 | A |
5406326 | Mowry | Apr 1995 | A |
5453840 | Parker et al. | Sep 1995 | A |
5457491 | Mowry | Oct 1995 | A |
5461596 | Barrett | Oct 1995 | A |
5471572 | Buchner et al. | Nov 1995 | A |
5475425 | Przyborski et al. | Dec 1995 | A |
5550815 | Cloonan et al. | Aug 1996 | A |
5629769 | Cookingham et al. | May 1997 | A |
5641596 | Gray et al. | Jun 1997 | A |
5659382 | Rybczynski | Aug 1997 | A |
5687011 | Mowry | Nov 1997 | A |
5706361 | Kent et al. | Jan 1998 | A |
5709972 | Cookingham et al. | Jan 1998 | A |
5715008 | Sekiguchi et al. | Feb 1998 | A |
5742892 | Chaddha | Apr 1998 | A |
5767860 | Zimmer et al. | Jun 1998 | A |
5805782 | Foran | Sep 1998 | A |
5817447 | Yip | Oct 1998 | A |
5831673 | Przyborski et al. | Nov 1998 | A |
5832172 | Jeon | Nov 1998 | A |
5917609 | Breeuwer et al. | Jun 1999 | A |
6067125 | May | May 2000 | A |
6134200 | Timmermans | Oct 2000 | A |
6216838 | Bacher | Apr 2001 | B1 |
6219838 | Cherichetti et al. | Apr 2001 | B1 |
6233647 | Bentz et al. | May 2001 | B1 |
6269180 | Sevigny | Jul 2001 | B1 |
6285711 | Ratakonda et al. | Sep 2001 | B1 |
6327391 | Ohnishi et al. | Dec 2001 | B1 |
6370192 | Pearlstein et al. | Apr 2002 | B1 |
6373992 | Nagao | Apr 2002 | B1 |
6441918 | Hori | Aug 2002 | B1 |
6459699 | Kimura et al. | Oct 2002 | B1 |
6496221 | Wolf et al. | Dec 2002 | B1 |
6559849 | Anderson et al. | May 2003 | B1 |
6597509 | Suzuki et al. | Jul 2003 | B2 |
6650327 | Airey et al. | Nov 2003 | B1 |
6665369 | Ukita | Dec 2003 | B2 |
6667815 | Nagao | Dec 2003 | B1 |
6724942 | Arai | Apr 2004 | B1 |
6728317 | Demos | Apr 2004 | B1 |
6744928 | Juri et al. | Jun 2004 | B1 |
6839152 | Fan et al. | Jan 2005 | B2 |
6868190 | Morton | Mar 2005 | B1 |
6990251 | Edgar | Jan 2006 | B2 |
6990252 | Shekter | Jan 2006 | B2 |
6995793 | Albadawi et al. | Feb 2006 | B1 |
7065255 | Chen et al. | Jun 2006 | B2 |
7092016 | Morton et al. | Aug 2006 | B2 |
7106907 | Lin et al. | Sep 2006 | B2 |
7245783 | Fielding | Jul 2007 | B2 |
7288565 | Carr | Oct 2007 | B2 |
7362911 | Frank | Apr 2008 | B1 |
7596239 | Winger et al. | Sep 2009 | B2 |
7630006 | Takei | Dec 2009 | B2 |
7653132 | Dang | Jan 2010 | B2 |
7664337 | Balram et al. | Feb 2010 | B2 |
7680356 | Boyce et al. | Mar 2010 | B2 |
7738722 | Gomila et al. | Jun 2010 | B2 |
7742655 | Gomila et al. | Jun 2010 | B2 |
7856055 | Zhou et al. | Dec 2010 | B2 |
7956532 | Paul et al. | Jun 2011 | B2 |
20010056568 | Hirotsu et al. | Dec 2001 | A1 |
20020003903 | Engeldrum et al. | Jan 2002 | A1 |
20020016103 | Behnke | Feb 2002 | A1 |
20020034337 | Shekter | Mar 2002 | A1 |
20020133764 | Wang | Sep 2002 | A1 |
20020154140 | Tazaki | Oct 2002 | A1 |
20020163657 | Bogdanowicz | Nov 2002 | A1 |
20030011615 | Tidwell | Jan 2003 | A1 |
20030031128 | Kim et al. | Feb 2003 | A1 |
20030063778 | Rowe et al. | Apr 2003 | A1 |
20030068097 | Wilson et al. | Apr 2003 | A1 |
20030086623 | Berkner et al. | May 2003 | A1 |
20030101453 | Matsuyama | May 2003 | A1 |
20030206231 | Chen et al. | Nov 2003 | A1 |
20030206662 | Sridhar et al. | Nov 2003 | A1 |
20030218610 | Mech et al. | Nov 2003 | A1 |
20040000065 | Visharam | Jan 2004 | A1 |
20040013308 | Jeon et al. | Jan 2004 | A1 |
20040073926 | Nakamura et al. | Apr 2004 | A1 |
20040101059 | Joch et al. | May 2004 | A1 |
20060013320 | Oguz et al. | Jan 2006 | A1 |
20060072660 | Jia et al. | Apr 2006 | A1 |
20060083426 | Cooper et al. | Apr 2006 | A1 |
20060083429 | Joly | Apr 2006 | A1 |
20060104366 | Huang et al. | May 2006 | A1 |
20060183275 | Schoner | Aug 2006 | A1 |
20060256853 | Schlockermann | Nov 2006 | A1 |
20060291557 | Tourapis | Dec 2006 | A1 |
20070002947 | Lu et al. | Jan 2007 | A1 |
20070030996 | Winger et al. | Feb 2007 | A1 |
20070036452 | Llach et al. | Feb 2007 | A1 |
20070058878 | Gomila et al. | Mar 2007 | A1 |
20070140588 | Balram et al. | Jun 2007 | A1 |
20080252781 | De Waele et al. | Oct 2008 | A1 |
20100104025 | Rose et al. | Apr 2010 | A1 |
Number | Date | Country |
---|---|---|
1530252 | Sep 2004 | CN |
0622000 | Oct 1992 | EP |
1175091 | Jan 2002 | EP |
1215624 | Jun 2002 | EP |
1156069 | Jun 1989 | JP |
3187661 | Aug 1991 | JP |
4097681 | Mar 1992 | JP |
5252459 | Sep 1993 | JP |
9062718 | Sep 1993 | JP |
9139940 | May 1997 | JP |
9247681 | Sep 1997 | JP |
10509297 | Sep 1998 | JP |
11250246 | Sep 1999 | JP |
200041242 | Aug 2000 | JP |
2001357090 | Dec 2001 | JP |
2001357095 | Dec 2001 | JP |
2002057719 | Feb 2002 | JP |
2002344514 | Nov 2002 | JP |
2002374541 | Dec 2002 | JP |
2003163853 | Jun 2003 | JP |
2003179923 | Jun 2003 | JP |
2004120057 | Apr 2004 | JP |
2005080301 | Mar 2005 | JP |
2007507172 | Mar 2007 | JP |
2007521573 | Aug 2007 | JP |
2007529945 | Oct 2007 | JP |
2073913 | Sep 1991 | RU |
2088962 | Aug 1997 | RU |
2139637 | Oct 1999 | RU |
WO9314591 | Jul 1993 | WO |
WO9520292 | Jul 1995 | WO |
WO9710676 | Mar 1997 | WO |
WO9722204 | Jun 1997 | WO |
WO9841026 | Sep 1998 | WO |
WO0146992 | Jun 2001 | WO |
WO0177871 | Oct 2001 | WO |
WO2004104931 | Dec 2004 | WO |
WO2005039188 | Apr 2005 | WO |
Entry |
---|
Al-Shaykh, “Lossy Compression of Noisy Images,” IEEE Transactions on Image Processing. vol. 7, No. 12, Dec. 1998. |
Gomila, “SEI Message for Film Grain Encoding,” XP-002308742, Joint Video Team (JVT) of ISO/IEC MPEG & ITU-T VCEG, Document: JVT-H022, 8th Meeting, May 23-27, 2003, Geneva, CH. |
Al-Shaykh et al, “Lossy Compression of Images Corrupted by Film Grain Noise,” School of Electrical and Computer Engineering, 1996 IEEE. |
Al-Shaykh et al, “Restoration of Lossy Compressed Noisey Images,” IEEE Transactions on Image Processing, vol. 8, No. 10, Oct. 1999. |
Al-Shaykk “Lossy Compression of Noisy Images,” IEEE Transactions on Image Processing. vol. 7, No. 12, Dec. 1998. |
Brightwell et al, “Automated Correction of Film Unsteadiness, Dirt and Grain,” International Broadcasting Convention, Sep. 16-20, 1994, Conference Publication No. 397, IEE, 1994. |
Campisi et al, “Signal-Dependent Film Grain Noise Generation Using Homomorphic Adaptive Filtering,” IEE Proceedings, Image Signal Process, vol. 147, No. 3, Jun. 2000. |
Chao et al, “Constant Quality Rate Control for Streaming MPEG-4 Fgs. Video,” Integrated Media Systems Center and Department of Electrical Engineering, University of Southern California, 2000 IEEE. |
Chavel et al, “Film Grain Noise in Partially Coherent Imaging,” Optical Engineering, vol. 19, No. 3, May-Jun. 1980. |
Fischer et al, “Image Sharpening Using Permutation Weighted Medians,” Department of Electrical Engineering, University of Delaware, fischer@ee.udel.edu, paredesj@ee.udel.edu, arce@ee.udel.edu. |
Gomila, “SEI Message for Film Grain Encoding,” XP-002308742, Joint Video Team (JVT) of ISO/IEC MPEG & ITU-T VCEG, Document JVT-H022, 8th Meeting, May 23-27, 2003, Geneva, CH. |
Gomila, “SEI Message for Film Grain Encoding: Syntax and Results,” XP-002308743, Joint Video Team (JVT) of ISO/IEC MPEG & ITU-T VCEG, Document: JVT-1013r2, 7th Meeting, Sep. 2-5, 2003, San Diego, CA. |
Illingworth et al, “Vision, Image and Signal Processing,” The Institution of Electrical Engineers, IEE Proceedings, Jun. 2000, vol. 147, No. 3. |
McLean et al, “Telecine Noise Reduction,” XP-002285972, 2001 The Institute of Electrical Engineers. |
Oktem et al, “Transform Domain Algorithm for Reducing Effect of Film-Grain Noise in Image Compression,” Electronics Letters, Oct. 14, 1999, vol. 35, No. 21. |
Peng et al, “Adaptive Frequency Weighting for Fine-Granularity-Scalability,” Visual Communications and Image Processing 2002, Proceedings of SPIE, vol. 4671, 2002 SPIE 0277-786X/02. |
Prades-Nebot et al, “Rate Control for Fully Fine-Grained Scalable Video Coders,” Visual Communications and Image Processing 2002, Proceedings of SPIE, vol. 4671 (2002), SPIE 0277-786X/02. |
Schaar et al, “Fine-Granularity-Scalability for Wireless Video and Scalable Storage,” Visual Communications and Image Processing 2002, Proceedings of SPIE, vol. 4671 (2002) SPIE 0277-786X/02. |
Shahnaz et al, “Image Compression in Signal-Dependent Noise,” Applied Optics, vol. 38, No. 26, Sep. 10, 1999. |
Yan et al, “Efficient Video Coding with Hybrid Spatial and Fine-Grain SNR Scalabilities,” Department of Electronic Engineering, Beijing Institute of Technology, China. |
Yan et al, “Film Grain Noise Removal and Generation for Color Images,” Department Electrical and Computer Engineers, University of Toronto, dimitris@comm.toronto.edu. |
Yan et al, “Signal-Dependent Film Grain Noise Removal and Generation Based on Higher-Order Statistics,” University of Toronto, Department of Electrical and Computer Engineering, dimitris@comm.toronto.edu, 1997 IEEE. |
Yoshida, “Go with the Grain, Film R&D Chief Urges, for Art's Sake,” EE Times, Feb. 7, 2005. |
Zhang et al, “Constant Quality Constrained Rate Allocation for FGS Video Coded Bitstreams,” Visual Communications and Image Processing 2002, Proceedings of SPIE, vol. 4671 (2002) SPIE 0277-786X/02. |
International Search Report dated Mar. 21, 2006. |
Office Action for U.S. Appl. No. 10/556,834 mailed Aug. 19, 2008. |
Office Action for U.S. Appl. No. 10/556,834 mailed Feb. 20, 2009. |
Notice of Non-Compliant Amendment for U.S. Appl. No. 10/556,834 mailed Jun. 16, 2009. |
Office Action for U.S. Appl. No. 10/569,318 mailed Aug. 15, 2008. |
Office Action for U.S. Appl. No. 10/569,318 mailed Feb. 13, 2009. |
Office Action for U.S. Appl. No. 10/569,318 mailed Jul. 31, 2009. |
Office Action for U.S. Appl. No. 10/572,820 mailed Jun. 1, 2009. |
Office Action for U.S. Appl. No. 10/571,148 mailed Apr. 15, 2009. |
Office Action for U.S. Appl. No. 10/575,676 mailed Dec. 15, 2008. |
Office Action for U.S. Appl. No. 10/575,676 mailed Mar. 13, 2009. |
Office Action for U.S. Appl. No. 11/246,848 mailed Jun. 26, 2009. |
Office Action for U.S. Appl. No. 11/252,177 mailed May 29, 2008. |
Office Action for U.S. Appl. No. 11/252,177 mailed Nov. 5, 2008. |
Office Action for U.S. Appl. No. 11/252,177 mailed Apr. 17, 2009. |
Office Action for U.S. Appl. No. 11/252,177 mailed Sep. 18, 2009. |
Bjontegaard—“Addition—of—comfort—noise—as—post—processing”: ITU Telecommunications Standarization Sector, Sunriver, Oregon, Sep. 8, 1997. pp. 102. |
Byun—EtAl—“Power—effcient—MPEG4—decoder—architecture—featuring—low—complexity—error—resilience”.: IEE Asia Pacific Conference on ASIC, Taipei, Taiwan, Aug. 6, 2002. |
Conklin—EtAl—“Dithering—5Tap—Filter—for—Inloop—Deblocking”: Joint Video Team (JVT OF ISO/IEC MPEG & ITU-T VCEG, Fairfax, Virginia May 6, 2002. |
Lerner—“Fixed—vs.—floating—point: A—surprisingly—hard—choice”. eetimes, Feb. 6, 2007. pp. 1-4. |
McMahon—EtAl—“High—Quality—Sd—and—HD—AVC—Test—Results”. Joint Video Team (JVT OF ISO/IEC MPEG & ITU-T VCEG) Geneva, Switzerland. Oct. 9, 2002. |
Naderi—EtAl—“Estimation—of—images—degraded—by—film—grain—noise”. Pulixhed by Applied Optics, vol. 17, Issue 8, pp. 1228-1237. Abstract only available. 1978. |
Pirsch—EtAl—“VSLI—Architectures—for—Video—Compression”. Conference Paper. IEEE Conference on Signals, Systems and Electronics. Oct. 25, 19957. |
Schlockerman—EtAl: “Film—Grain—coding—in—H.264/AVC”; JVT (JVT OF ISO/IEC MPEG & ITU-T VCEG); 9th Meeting, San Diego, California, Sep. 2, 2003. |
Wiegand—EtAl—“Overview—of—the—H.264/AVC—Video—Coding—Standard” IEEE Transactions on Circuits and Systems for Video Technology, vol. 13, No. 7. Jul. 2003. |
Sullivan—EtAl—“The—H.264/AVC—advanced—video—coding—standard:—Overview—and—Introduction—to—the—Fidelity—Range—Extensions” . Proceedings of SPIE 5558 App of Digital Image Processing XXVII, Nov. 2, 2014. |
Malaysian Search Report dated Oct. 29, 2009. |
Number | Date | Country | |
---|---|---|---|
20080192817 A1 | Aug 2008 | US |
Number | Date | Country | |
---|---|---|---|
60628477 | Nov 2004 | US |