View synthesis based on Conditional Random Fields and graph cuts
Citations
35 citations
Cites background from "View synthesis based on Conditional..."
...Another critical problem is that disocclusion areas will appear in the virtual views, so how to fill the disocclusions is an active research aspect [4, 5]....
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...In order to solve this problem, view synthesis has been studied extensively in many research laboratories and institutes [3, 4, 5, 6]....
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29 citations
Cites methods from "View synthesis based on Conditional..."
...SUPERPIXELS [2] group together pixels of similar characteristics and are widely used in a variety of image processing algorithms such as segmentation [19], [20], [30], [31], [34], synthesis [8], [16], saliency detection [23], [25], [34], and tracking [4]....
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27 citations
Cites background or methods or result from "View synthesis based on Conditional..."
...The PSNR value is only 1 dB lower than the result in [2], but has the same SSIM value....
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...The proposed method gives comparable performance to that of [2] while providing a factor of 6 increase in speed....
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...In comparing our results with those in [2], the same images and disparity maps (all from the Middlebury Database) and computing environment were used....
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...The PSNR values in dB and the SSIM indices are given in Table 1, compared with those reported in [2]....
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...The proposed method was implemented entirely in MATLAB, while the graph cuts and mean shift portion of the code in [2] was done in C++....
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27 citations
Additional excerpts
...Index Terms— Inter-view consistency, view synthesis, multi-view image, hole filling....
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21 citations
References
40,609 citations
11,727 citations
"View synthesis based on Conditional..." refers methods in this paper
...To fill the disoccluded regions, we use [6] to segment the refined virtual view....
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...In the initial step, color segments in the left IL and right IR reference images are extracted by [6]....
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7,413 citations
"View synthesis based on Conditional..." refers methods in this paper
...We use the winner-take-all approach and a fast alpha-expansion graph cuts algorithm [7] to infer the final synthesized image....
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1,560 citations
"View synthesis based on Conditional..." refers methods in this paper
...In [1], a Gaussian filter is used to smooth the disparity map in the preprocessing step to eliminate disocclusion pixels....
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893 citations
"View synthesis based on Conditional..." refers methods in this paper
...In this work, we use a lattice structured CRF and graph cuts minimization framework proposed in [4, 5] for stereo vision....
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...In our experiment, the images from the Middlebury data set [4] are used to evaluate the proposed method....
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