Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry...

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Computer Vision

Transcript of Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry...

Page 1: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Computer Vision

Page 2: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision for Graphics

Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft Research

Page 3: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision For Graphics ICCV 2005

Computer Graphics

Image

Output

Model Synthetic

Camera

Page 4: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision For Graphics ICCV 2005

Real Scene

Computer Vision

Real Cameras

Model

Output

Page 5: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision For Graphics ICCV 2005

Combined: Vision for Graphics

Model Real Scene

Real Cameras

Image

Output

Synthetic

Camera

Page 6: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision For Graphics ICCV 2005

What makes vision and graphics different?

Graphics

How photo-realistic?

Vision

How close to the

ground truth?

Page 7: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision For Graphics ICCV 2005

What makes vision and graphics different?

Graphics

User interaction.

Vision

Fully automatic.

Page 8: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision For Graphics ICCV 2005

Topics

• Vision and special effects

• Image matting and inpainting

• Image-based rendering

• High-quality video interpolation

Page 9: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Image-based rendering

Page 10: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Depth Image-based rendering

Page 11: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Image matting and inpainting

Page 12: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision and special effects

Page 13: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision for Graphics

Page 14: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision for Graphics

Page 15: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Vision for Graphics

Page 16: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Top Publications Top Journals

- IEEE Transactions on Pattern Analysis and Machine Intelligence

(IF: ~5.0, JCR ranking: 1~4 out of 120 SCI Journals in AI field)

- International Journal of Computer Vision

(IF: ~4.0, JCR ranking: 5~10 out of 120 SCI Journals in AI field)

Top Conferences

- CVPR :IEEE Inter. Conference on Computer Vision & Pattern Recognition

- ICCV :IEEE Inter. Conference on Computer Vision

- ECCV :European Conference on Computer Vision

Other Related

-IEEE Transactions on Image Processing

-ACM Transactions on Graphics

-NIPS :Neural Information Processing Systems Conference

-SIGGRAPH :Inter. Conference on Computer Graphics & Interactive Techniques

-MICCAI :Inter. Conf. on Medical Image Computing & Computer Assisted Intervention

Page 17: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Top Publications

Page 18: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Top Publications

Page 19: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft

Top Publications

Only CVPR in Top 100 rank out of all CS/CE pub.

Page 20: Computer Vision - khu.ac.krcvlab.khu.ac.kr/CVLecture26.pdf · Vision for Graphics Slides from Larry Zitnick, Sing Bing Kang, Rick Szeliski, Interactive Visual Media Group, Microsoft