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Can computers match human perception?

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Presentation on theme: "Can computers match human perception?"— Presentation transcript:

1 Can computers match human perception?
If you can write a formula for it, computers can excel Computer vision can’t solve the whole problem (yet), so breaks it down into pieces. Many of the pieces have important applications.

2 Successes What works: autostitch, 3D shape recon, image search, scissors

3 Challenges CV still far behind human performance:
recognition, tracking, segmentation, scene understanding, motion

4 Directions: Sensors and Imaging
Point Grey’s ProFusion 25 Samsung 12MP camera phone Columbia’s Omnicam HDR, multispectral imaging, high frame-rate, res

5 Directions: Vision-based HCI

6 Directions: Search and Retrieval

7 Directions: Vision and Learning
Fergus, Perona, and Zisserman, CVPR 2003

8 Directions: Data-Driven Techniques
80 Million Tiny Images, Torralba et al.

9 Directions: Recognition (and Surveillance!)

10 Directions: 3D Reconstruction
[Goesele, Snavely, Curless, Hoppe, Seitz, ICCV 2007]

11 Directions: 3D Reconstruction


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