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User-Assisted Disparity Maps


  Hsin-I Chen                    Yi-Shan Lin                 I-Chao Shen
National Taiwan University    National Taiwan University       Academia Sinica


Sheng-Jie Luo                Wen-Huang Cheng                Bing-Yu Chen
National Taiwan University         Academia Sinica         National Taiwan University




                                                                                        1
Motivation
Wang et al. 2008              Luo et al. 2012
Stereoscopic Inpainting       Stereoscopic Copy & Paste




                              Price et al. 2011
                              StereoCut: Object Selection

                               Essential : Disparity   Map !




                                                               2
Motivation
             Middlebury dataset




                                  3
Challenges
       1                        1




               2                       2




1. Texture-less area or repetitive patterns
2. Occlusion


                                              4
Challenges
 3                     3




               4           4




3. Reflection
4. Color discrepancy


                               5
Work Flow
 Disparity
Generation




                       Disparity Map
                      Painting & Editing



          Iterative
         Refinement




                                     6
User Interface



            Original View         Rotated View




User-selected Defective Regions    Corrected Result



                                                      7
Idea
     Local Matching   Plane Extension   Manual Matching




Ex

                                                          8
Correction by Local Matching

       Segmented Regions




           Sparse Feature Matching




                                     9
Correction by Plane Extension

           Reference Plane




                                10
Correction by Manual Matching




                   User-specified
                   Corresponding Points


                                          11
Evaluation (I)
                                           Good Pixel

                                           Half-occluded Pixel

                                           Bad Pixel
Input Stereo Image Pair




                           Corrected by
                          Local Matching




    Mei et al. 2011                           Corrected


                                                                 12
Evaluation (II)
                                            Good Pixel

                                            Half-occluded Pixel

                                            Bad Pixel
Input Stereo Image Pair




                           Corrected by
                          Plane Extension




    Mei et al. 2011                            Corrected


                                                                  13
Evaluation (III)
                                            Good Pixel

                                            Half-occluded Pixel

                                            Bad Pixel
Input Stereo Image Pair




                           Corrected by
                          Manual Matching




    Mei et al. 2011                            Corrected


                                                                  14
Conclusion & Future Work
• Our framework can correct artifacts and noise
  caused of the disparity map
• Interactive selection and instant visual
  feedback in 3D view
• Develop more operations with different scene
  condition -- Future Work




                                              15
Q &A
Thank you for your listening

                               16

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PG2012_User_Disparity

  • 1. User-Assisted Disparity Maps Hsin-I Chen Yi-Shan Lin I-Chao Shen National Taiwan University National Taiwan University Academia Sinica Sheng-Jie Luo Wen-Huang Cheng Bing-Yu Chen National Taiwan University Academia Sinica National Taiwan University 1
  • 2. Motivation Wang et al. 2008 Luo et al. 2012 Stereoscopic Inpainting Stereoscopic Copy & Paste Price et al. 2011 StereoCut: Object Selection Essential : Disparity Map ! 2
  • 3. Motivation Middlebury dataset 3
  • 4. Challenges 1 1 2 2 1. Texture-less area or repetitive patterns 2. Occlusion 4
  • 5. Challenges 3 3 4 4 3. Reflection 4. Color discrepancy 5
  • 6. Work Flow Disparity Generation Disparity Map Painting & Editing Iterative Refinement 6
  • 7. User Interface Original View Rotated View User-selected Defective Regions Corrected Result 7
  • 8. Idea Local Matching Plane Extension Manual Matching Ex 8
  • 9. Correction by Local Matching Segmented Regions Sparse Feature Matching 9
  • 10. Correction by Plane Extension Reference Plane 10
  • 11. Correction by Manual Matching User-specified Corresponding Points 11
  • 12. Evaluation (I) Good Pixel Half-occluded Pixel Bad Pixel Input Stereo Image Pair Corrected by Local Matching Mei et al. 2011 Corrected 12
  • 13. Evaluation (II) Good Pixel Half-occluded Pixel Bad Pixel Input Stereo Image Pair Corrected by Plane Extension Mei et al. 2011 Corrected 13
  • 14. Evaluation (III) Good Pixel Half-occluded Pixel Bad Pixel Input Stereo Image Pair Corrected by Manual Matching Mei et al. 2011 Corrected 14
  • 15. Conclusion & Future Work • Our framework can correct artifacts and noise caused of the disparity map • Interactive selection and instant visual feedback in 3D view • Develop more operations with different scene condition -- Future Work 15
  • 16. Q &A Thank you for your listening 16