Color conditioned diffusion prior
US-2024404144-A1 · Dec 5, 2024 · US
US2016307306A1 · US · A1
| Field | Value |
|---|---|
| Publication number | US-2016307306-A1 |
| Application number | US-201615095027-A |
| Country | US |
| Kind code | A1 |
| Filing date | Apr 9, 2016 |
| Priority date | Apr 20, 2015 |
| Publication date | Oct 20, 2016 |
| Grant date | — |
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A method and an apparatus for image colorization. A first image obtaining unit obtains an original image. A second image obtaining unit obtains an auxiliary image comprising information about target colors for pixels of the original image. A Guided Image Filter then filters the auxiliary image using the original image as a Guiding Image to generate an output image.
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What is claimed, is: 1 . A method for image colorization, the method comprising: obtaining an original image; obtaining an auxiliary image, wherein the auxiliary image comprises information about target colors for pixels of the original image; and filtering the auxiliary image with a Guided Image Filter using the original image as a Guiding Image to generate an output image. 2 . The method according to claim 1 , wherein the auxiliary image comprises information about a first type of pixels, for which a target color is specified, and a second type of pixels, for which no target color is specified. 3 . The method according to claim 2 , wherein for the first type of pixels, the target color of a pixel is one of the color of the pixel in the original image and a new color. 4 . The method according to claim 2 , wherein the Guided Image Filter is a Confidence-Aware Guided Image Filter. 5 . The method according to claim 4 , wherein a small confidence of ‘0’ or a value in the vicinity of ‘0’ is assigned to a pixel without a specified target color and a larger confidence of ‘1’ or a value in the vicinity of ‘1’ is assigned to a pixel with a specified target color. 6 . The method according to claim 5 , wherein the larger confidence is assigned to a pixel having the color of the pixel in the original image as a specified target color if and only if a distance of the pixel to another pixel without a specified target color is smaller than a distance threshold, and wherein otherwise the smaller confidence is assigned to the pixel. 7 . The method according to claim 2 , further comprising generating a refined auxiliary image by: generating a trimap from the auxiliary image; generating an alpha matte from the original image and the trimap; and assigning target colors to pixels of the auxiliary image without a specified target color based on the alpha matte. 8 . The method according to claim 7 , wherein assigning target colors to pixels of the auxiliary image without a specified target color based on the alpha matte comprises: assigning the color of the pixel in the original image as a specified target color to a pixel if an alpha value for the pixel is smaller than a lower alpha threshold in the vicinity of ‘0’; and assigning the new color as a specified target color to a pixel if the alpha value for the pixel is larger than an upper alpha threshold in the vicinity of ‘1’. 9 . A non-transitory computer readable storage medium having stored therein instructions enabling image colorization, which when executed by a computer, cause the computer to: obtain an original image; obtain an auxiliary image, wherein the auxiliary image comprises information about target colors for pixels of the original image; and filter the auxiliary image with a Guided Image Filter using the original image as a Guiding Image to generate an output image. 10 . An apparatus for image colorization, the apparatus comprising: a first image obtaining unit configured to obtain an original image; a second image obtaining unit configured to obtain an auxiliary image, wherein the auxiliary image comprises information about target colors for pixels of the original image; and a Guided Image Filter configured to filter the auxiliary image using the original image as a Guiding Image to generate an output image. 11 . An apparatus for image colorization, the apparatus comprising a processing device and a memory device having stored therein instructions, which, when executed by the processing device, cause the apparatus to: obtain an original image; obtain an auxiliary image, wherein the auxiliary image comprises information about target colors for pixels of the original image; and filter the auxiliary image with a Guided Image Filter using the original image as a Guiding Image to generate an output image. 12 . A method for generating an auxiliary image for an image colorization process, the method comprising: displaying an original image to a user; receiving a first user input determining a first region of the original image for which a target color is unspecified; receiving a second user input determining a target color for a second region of the original image; and generating an auxiliary image from the original image and the first and second user inputs. 13 . A non-transitory computer readable storage medium having stored therein instructions enabling generating an auxiliary image for an image colorization process, which when executed by a computer, cause the computer to: display an original image to a user; receive a first user input determining a first region of the original image for which a target color is unspecified; receive a second user input determining a target color for a second region of the original image; and generate an auxiliary image from the original image and the first and second user inputs. 14 . An apparatus for generating an auxiliary image for an image colorization process, the apparatus comprising: a display configured to display an original image to a user; a user interface configured to receive a first user input determining a first region of the original image for which a target color is unspecified and to receive a second user input determining a target color for a second region of the original image; and an image generator configured to generate an auxiliary image from the original image and the first and second user inputs. 15 . An apparatus for generating an auxiliary image for an image colorization process, the apparatus comprising a processing device and a memory device having stored therein instructions, which, when executed by the processing device, cause the apparatus to: display an original image to a user; receive a first user input determining a first region of the original image for which a target color is unspecified; receive a second user input determining a target color for a second region of the original image; and generate an auxiliary image from the original image and the first and second user inputs. 16 . The non-transitory computer readable storage medium according to claim 9 , wherein the auxiliary image comprises information about a first type of pixels, for which a target color is specified, and a second type of pixels, for which no target color is specified. 17 . The non-transitory computer readable storage medium according to claim 16 , wherein for the first type of pixels, the target color of a pixel is one of the color of the pixel in the original image and a new color. 18 . The non-transitory computer readable storage medium according to claim 16 , wherein the Guided Image Filter is a Confidence-Aware Guided Image Filter. 19 . The non-transitory computer readable storage medium according to claim 18 , wherein the instructions cause the computer to assign a small confidence of ‘0’ or a value in the vicinity of ‘0’ to a pixel without a specified target color and to assign a larger confidence of ‘1’ or a value in the vicinity of ‘1’ to a pixel with a specified target color. 20 . The non-transitory computer readable storage medium according to claim 19 , wherein the instructions cause the computer to assign the larger confidence to a pixel having the color of the pixel in the original image as a specified target color if and only if a distance of the pixel to another pixel without a specified target color is smaller than a distance threshold, and to otherwise assign the smaller confidence to the pixel. 21 . The non-transi
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