Patent Application
20190102056
This application claims priority from European Patent Application No. 17306295.1, entitled “A USER INTERFACE FOR MANIPULATING LIGHT-FIELD IMAGES”, filed on Sep. 29, 2017, the contents of which are hereby incorporated by reference in its entirety.
The present invention lies in the field of light-field, and relates to a technique for manipulating a light-field image. In particular, the present invention concerns a user interface for manipulating a light-field image.
Image acquisition devices project a three-dimensional scene onto a two-dimensional sensor. During operation, a conventional capture device captures a two-dimensional (2D) image of the scene representing an amount of light that reaches a photosensor within the device. However, this 2D image contains no information about the directional distribution of the light rays that reach the photosensor, which may be referred to as the light-field. Depth, for example, is lost during the acquisition. Thus, a conventional capture device does not store most of the information about the light distribution from the scene.
Light-field capture devices also referred to as “light-field data acquisition devices” have been designed to measure a four-dimensional (4D) light-field of the scene by capturing the light from different viewpoints of that scene. Thus, by measuring the amount of light traveling along each beam of light that intersects the photosensor, these devices can capture additional optical information, e.g. about the directional distribution of the bundle of light rays, for providing new imaging applications by post-processing. The information acquired by a light-field capture device is referred to as the light-field data. Light-field capture devices are defined herein as any devices that are capable of capturing light-field data. There are several types of light-field capture devices, among which:
plenoptic devices, which use a microlens array placed between the image sensor and the main lens, as described in document US 2013/0222633;
camera arrays, as described by Wilburn et al. in “High performance imaging using large camera arrays.” ACM Transactions on Graphics (TOG) 24, no. 3 (2005): 765-776 and in patent document U.S. Pat. No. 8,514,491 B2.
The acquisition of light-field data opens the door to a lot of applications due to its post-capture capabilities such as image refocusing.
One of these applications is known as “synthetic aperture refocusing” (or “synthetic aperture focusing”) in the literature. Synthetic aperture refocusing is a technique for simulating the defocus blur of a large aperture lens by using multiple images of a scene. It consists in acquiring initial images of a scene from different viewpoints, for example with a camera array, projecting them onto a desired focal surface, and computing their average. In the resulting image, points that lie on the focal surface are aligned and appear sharp, whereas points off this surface are blurred out due to parallax. From a light-field capture device such as a camera array, it is thus possible to render a collection of images of a scene, each of them being focused at a different focalization distance. Such a collection is sometimes referred to as a “focal stack”. Thus, one application of light-field data processing comprises notably, but is not limited to, generating refocused images of a scene.
However, due to the fact that light-field data provide depth information alongside the images themselves, conventional post-processing tools, such as Photoshop® or Gimp, are not adapted to the post-processing of light-field data.
Furthermore, light-field data are complex data the manipulation of which may not be easy and intuitive for non-professional users.
It would hence be desirable to provide a technique for manipulating a light-field image that would avoid at least one of these drawbacks of the prior art.
According to a first aspect of the invention there is provided a computer implemented method for manipulating at least a first light-field image , the method comprising:
The method according to an embodiment of the invention enables a user to manipulate light-field images acquired by a camera array, or by a plenoptic camera, in a user-friendly way. Indeed, in this solution, a user only has to select regions of the light-filed image to be rendered sharp or in-focus, and select a shape of a bokeh to be applied to out-of-focus regions of the light-field image as inputs for a light-field image post-processing tool. Once the light-field image post-processing tool has processed the light-field image, a final post-processed light-field image is rendered which corresponds to the specifications of the user: the rendered image is sharp in regions selected by the user and the bokeh corresponds to the parameters selected by the user.
Selecting a shape of a bokeh to apply to the out-of-focus enables to render a more realistic and/or aesthetic final image.
Such a solution makes it easy to manipulate images as complex as light-field images.
The method according to an embodiment of the invention is not limited to light-field images directly acquired by an optical device. These data may be Computer Graphics Image (CGI) that are totally or partially simulated by a computer for a given scene description. Another source of light-field images may be post-produced data that are modified, for instance color graded, light-field images obtained from an optical device or CGI. It is also now common in the movie industry to have data that are a mix of both images acquired using an optical acquisition device, and CGI data.
The pixels of the first image to be manipulated that are to be rendered are the pixels belonging to the first image to be manipulated that do not belong to the identified sharp region of the first image to be manipulated. Identifying the sharp regions of the first image to be manipulated is more user friendly than selecting regions to be rendered out-of-focus since a user tends to know which object of an image he wants to be in focus.
An advantage of the method according to the invention is that it enables a user to select the shape of a bokeh to be applied for a given region, a given color, a given depth, or for a given pixel of the image to be manipulated, etc.
For example, the manipulation applied to the image to be manipulated may be a synthetic aperture refocusing.
According to an embodiment of the invention, said first input comprises a lower bound and an upper bound of a depth range so that pixels of the first image to be manipulated having a depth value within the depth range are to be rendered in-focus, said depth range being smaller than or equal to a depth range of the first image to be manipulated.
Said lower bound and upper bound of the depth range may be provided as two numerical values.
The first input may also consist in moving at least one slider displayed on a graphical user interface between the lower bound and the upper bound of the depth range.
The first input may also consist in selecting two points of the image to be manipulated, for example, using a pointing device, the depth of these two points defining the lower bound and the upper bound of the depth range.
According to an embodiment of the invention, said first input comprises coordinates of the pixels defining boundaries of said sharp region within said first image to be manipulated.
In this case, the sharp region is identified by drawing the boundaries of the sharp region on a graphical user interface by means of a pointing device for example.
The sharp region may also be identified by sweeping a pointing device over a portion of a graphical user interface.
Finally, the sharp region may be identified by applying a mask defining the boundaries of the sharp region on the image to be manipulated.
According to an embodiment of the invention, said first input comprises at least a sharpness filter filtering out pixels to be rendered out-of-focus.
Such filters may for example force faces, salient parts of the image to be manipulated or certain pixels of the image to be manipulated, e.g. pixel which color is a given shade of red, to be rendered sharp.
According to an embodiment of the invention, the method further comprises:
Selecting a weight of the bokeh to be applied to the image to be manipulated contributes to improve the aesthetic/realism of the final image.
According to an embodiment of the invention, the method further comprises:
By setting an upper limit to the absolute value of a difference between a depth D(x) of the first image to be manipulated and a depth d(x) at which at least pixel of the final image is to be rendered, one can modify the weight of the bokeh for the pixels to be rendered out-of-focus.
Another object of the invention concerns a device for manipulating at least a first image acquired by a camera array comprising:
said device further comprising at least a hardware processor configured to:
Such a device maybe for example a smartphone, a tablet, etc. in an embodiment of the invention, the device embeds a graphical user interface such as a touch screen instead of a display and user interface.
According to an embodiment of the device, said first input comprises a lower bound and an upper bound of a depth range so that pixels of the first image to be manipulated having a depth value within the depth range are to be rendered in-focus, said depth range being smaller than or equal to a depth range of the first image to be manipulated.
According to an embodiment of the device, said first input comprises boundaries of said sharp region within said first image to be manipulated.
According to an embodiment of the device, said first input comprises at least a sharpness filter filtering out pixels to be rendered out-of-focus.
According to an embodiment of the device, the hardware processors is further configured to:
According to an embodiment of the device, the hardware processors is further configured to:
Some processes implemented by elements of the invention may be computer implemented. Accordingly, such elements may take the form of an entirely hardware embodiment, an entirely software embodiment (including firmware, resident software, micro-code, etc.) or an embodiment combining software and hardware aspects that may all generally be referred to herein as a “circuit”, “module” or “system”. Furthermore, such elements may take the form of a computer program product embodied in any tangible medium of expression having computer usable program code embodied in the medium.
Since elements of the present invention can be implemented in software, the present invention can be embodied as computer readable code for provision to a programmable apparatus on any suitable carrier medium. A tangible carrier medium may comprise a storage medium such as a floppy disk, a CD-ROM, a hard disk drive, a magnetic tape device or a solid-state memory device and the like. A transient carrier medium may include a signal such as an electrical signal, an electronic signal, an optical signal, an acoustic signal, a magnetic signal or an electromagnetic signal, e.g. a microwave or RF signal.
Embodiments of the invention will now be described, by way of example only, and referring to the following drawings in which:
As will be appreciated by one skilled in the art, aspects of the present principles can be embodied as a system, method or computer readable medium. Accordingly, aspects of the present principles can take the form of an entirely hardware embodiment, an entirely software embodiment, (including firmware, resident software, micro-code, and so forth) or an embodiment combining software and hardware aspects that can all generally be referred to herein as a “circuit”, “module”, or “system”. Furthermore, aspects of the present principles can take the form of a computer readable storage medium. Any combination of one or more computer readable storage medium(a) may be utilized.
The invention concerns a user interface for manipulating light-field data or content. By light-field content it is meant light-field images directly acquired by an optical device or Computer Graphics Image (CGI) light-field data that are totally or partially simulated by a computer for a given scene description. Another source of light-field data may be post-produced data that are modified, for instance color graded, light-field images obtained from an optical device or CGI. It is also now common in the movie industry to have data that are a mix of both images acquired using an optical acquisition device, and CGI data.
A light-field image 20 is displayed on the display 12 of the user interface 1. A plurality of buttons 21-25 are displayed as well on the display 12 of the user interface 1. Buttons 21-25 are activated by a user by means of the keyboard 10 or the pointing device 11, or by touching a finger on an area of the touchscreen where a button 21-25 is displayed.
In a step E1, a light-field image to be manipulated is displayed on the display 12.
In a step E2, the user selects at least one region A, B, C or D on
In an embodiment of the invention, the sharp regions are predetermined by mean of a segmentation algorithm. For example, the algorithm in “Light-Field Segmentation using a Ray-Based Graph Structure” Hog, Sabater, Guillemot, ECCV′16 he UI may propose the different regions to the user by means of a color code. The user then selects a region for example by pointing the pointing device on the region of his choosing.
In another embodiment, the user may select faces or salient regions or objects of interest, by activating a button.
In another embodiment of the invention, a sharp region is suggested to the user by a learning strategy (deep learning [LeCun Bengio, Hinton, Nature 2015]. The learning strategy has learnt which is the part of the image that should be sharp or blur.
In a step E3, the user activates the button 22 for selecting the shape and the weight of a bokeh to be applied to regions of the image to be manipulated which are not to be rendered sharp in order to modify the aesthetic of the image to be rendered. It is to be noted that the shape and weight of the bokeh can be different for each selected regions of the image to be manipulated.
In another embodiment of the invention, instead of activating the button 22, the user may activate the button 23 which results in applying pre-computed blur filters.
In another embodiment of the invention, in order to modify the size of a bokeh to be applied to regions of the image to be manipulated which are to be rendered out-of-focus, the user may touch an area of the image to be manipulated corresponding to the region to be rendered out-of-focus in a pinching gesture. By varying a diameter of a circle by means of this pinching gesture, the user may modify the size of the bokeh.
In an optional step E4, once the user has selected the shape, the weight and the size of the bokeh to be applied to out-of-focus regions of the image to be manipulated, he may modify the final rendering of the bokeh to be applied by modifying the depth at which the out-of-focus pixels of the image to be manipulated are to be rendered. This may be done by sliding the bar 24 between a lower bound and an upper bound.
Such a user interface is user-friendly as it enables a user to easily manipulate a content as complex as a light-field image intuitively and easily.
In a step F1, a light-field image to be manipulated is displayed on the display 12 of the user interface 1.
In a step F2, a first input on a given area of the user interface 1 is detected. The detection of the first input triggers the identification of at least one region A, B, C or D of the image to be manipulated to be rendered sharp. The identifying of the regions of the image to be manipulated which is to be rendered sharp by is done either by:
In a step F3, a second input on an area of the user interface 1, distinct form the area on which the first input was detected, is detected. The detection of the second input triggers the selection of the shape and the weight of a bokeh to be applied to regions of the image to be manipulated which are not to be rendered sharp in order to modify the aesthetic of the image to be rendered. It is to be noted that the shape and weight of the bokeh can be different for each selected regions of the image to be manipulated. In an embodiment of the invention, the selection of the weight to be applied is triggered by the detection of a third input on the graphical user interface 1.
In a step F4, a function d(x) corresponding to the depth at which the scene represented on the image to be manipulated is to be rendered (with its corresponding blur), is computed as follows:
Where Dm and DM are the minimum and maximum values of D the depth range of the scene, Ωsharp is the region of pixels to be rendered sharp, and D(x) is the actual depth of the scene.
The graphical representation of function d(x) is represented on
In an optional step F5, a fourth input is detected on an area of the user interface. The detection of this fourth input triggers the reception of a numerical value equal to or greater than an absolute value of a difference between the depth D(x) of the scene and the depth d(x) at which at least pixel of the final image is to be rendered.
Such a step enables to modifying the final rendering of the bokeh to be applied by modifying the depth at which the out-of-focus pixels of the image to be manipulated are to be rendered.
In a step F6, based on all the parameters provided through the user interface, an image to be rendered is computed. Eventually, the rendering can be done in an interactive way. In this way, every time the user makes a change the changes are directly visible on the resulting image.
In a step F7, a final image is then displayed on the display 12.
The apparatus 600 comprises a processor 601, a storage unit 602, an input device 603, a display device 604, and an interface unit 605 which are connected by a bus 606. Of course, constituent elements of the computer apparatus 600 may be connected by a connection other than a bus connection.
The processor 601 controls operations of the apparatus 600. The storage unit 602 stores at least one program to be executed by the processor 601, and various data, including data of 4D light-field images captured and provided by a light-field camera, parameters used by computations performed by the processor 601, intermediate data of computations performed by the processor 601, and so on. The processor 601 may be formed by any known and suitable hardware, or software, or a combination of hardware and software. For example, the processor 601 may be formed by dedicated hardware such as a processing circuit, or by a programmable processing unit such as a CPU (Central Processing Unit) that executes a program stored in a memory thereof.
The storage unit 602 may be formed by any suitable storage or means capable of storing the program, data, or the like in a computer-readable manner. Examples of the storage unit 602 include non-transitory computer-readable storage media such as semiconductor memory devices, and magnetic, optical, or magneto-optical recording media loaded into a read and write unit. The program causes the processor 601 to perform a process for manipulating a light-field image according to an embodiment of the present disclosure as described with reference to
The input device 603 may be formed by a keyboard 10, a pointing device 11 such as a mouse, or the like for use by the user to input commands, to make user's selections of regions to be rendered sharp, of the shape and weight of a bokeh to apply to out-of-focus regions, etc. The output device 604 may be formed by a display device 12 to display, for example, a Graphical User Interface (GUI), images generated according to an embodiment of the present disclosure. The input device 603 and the output device 604 may be formed integrally by a touchscreen panel, for example.
The interface unit 605 provides an interface between the apparatus 600 and an external apparatus. The interface unit 605 may be communicable with the external apparatus via cable or wireless communication. In an embodiment, the external apparatus may be a light-field camera. In this case, data of 4D light-field images captured by the light-field camera can be input from the light-field camera to the apparatus 600 through the interface unit 605, then stored in the storage unit 602.
In this embodiment the apparatus 600 is exemplary discussed as it is separated from the light-field camera and they are communicable each other via cable or wireless communication, however it should be noted that the apparatus 600 can be integrated with such a light-field camera. In this later case, the apparatus 600 may be for example a portable device such as a tablet or a smartphone embedding a light-field camera.
Although the present invention has been described hereinabove regarding specific embodiments, the present invention is not limited to the specific embodiments, and modifications will be apparent to a skilled person in the art which lie within the scope of the present invention.
Many further modifications and variations will suggest themselves to those versed in the art upon referring to the foregoing illustrative embodiments, which are given by way of example only and which are not intended to limit the scope of the invention, that being determined solely by the appended claims. In particular, the different features from different embodiments may be interchanged, where appropriate.
| Number | Date | Country | Kind |
|---|---|---|---|
| 17306295.1 | Sep 2017 | EP | regional |
