Lect.
| Date
| Topics
| Presenter
| Paper/Slides
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1
| 9/23
| Introductions
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| slides
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2
| 9/25
| Representing and Recognizing Objects
| Guest lecturer: Y. Xiang
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3D object recognition by aspect graph-based models:
- Y.Xiang, S.Savarese. "Estimating the aspect layout of object categories". CVPR2012 link
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3
| 9 /30
| Representing and Recognizing Objects
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| 3D detection from D-RGB data:
- Liefeng Bo, Kevin Lai, Xiaofeng Ren, and Dieter Fox "Object Recognition with Hierarchical Kernel Descriptors"
- L. Bo, X. Ren, and D. Fox. Kernel Descriptors for Visual Recognition. In NIPS, December 2010
- K. Lai, L. Bo, X. Ren, and D. Fox. A Large-Scale Hierarchical Multi-View RGB-D Object Dataset. In IEEE International Conference on on Robotics and Automation, 2011
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4
| 10/2
| Representing and Recognizing Objects
| Guest lecturer: Dr. M. Stark
| 3D object recognition by deformable part models:
- B.Pepik, M.Stark, P.Gehler and B.Schiele, "Teaching 3D geometry to deformable part models". CVPR2012
|
5
| 10/7
| Representing the 3D Space
|
| Large scale 3D reconstruction by structure from motion :
- Sameer Agarwal, Yasutaka Furukawa, Noah Snavely, Ian Simon, Brian Curless, Steven M. Seitz and Richard Szeliski Communications of the ACM, Vol. 54, No. 10, Pages 105-112, October 2011
- Jan-Michael Frahm, Pierre Georgel, David Gallup, Tim Johnson, Rahul Raguram, Changchang Wu, Yi-Hung Jen, Enrique Dunn, Brian Clipp, Svetlana Lazebnik, Marc Pollefeys, ECCV 2010
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6
| 10/9
| Representing the 3D Space
|
| Indoor scene layout reconstruction:
- David Lee, Takeo Kanadem Matrial Hebert. "3D Scene Analysis". CVPR2009 PDF
- A. Schwing and R. Urtasun, Efficient Exact Inference for 3D Indoor Scene Understanding In European Conference on Computer Vision (ECCV), Florence, Italy, October 2012
|
7
| 10/14
| Understanding Complex Scenes
|
| Joint 3D reconstruction and object detection:
- D. Hoiem, A.A. Efros, and M. Hebert, "Putting Objects in Perspective", to appear in CVPR 2006.
- Thinking Inside the Box: Using Appearance Models and Context Based on Room Geometry; V. Hedau, D. Hoiem, and D.A. Forsyth ECCV 2010
|
8
| 10/16
| Understanding Complex Scenes
| Guest lecturer: B. Kim
| 2D/3D CRF models fo understanding:
- B.Kim, M.Sun ,P.Kohli, S.Savarese, "Relating things and stuff by High-Order Poterntial modeling" ECCV2012
|
| 10/17
| Project Proposal due
|
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|
9
| 10/21
| Understanding Complex Scenes
| Guest lecturer: Y. Bao
| Semantic structure from motion:
- S. Bao and S. Savarese, "Semantic Structure from Motion". Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition, 2011
|
10
| 10/23
| Understanding Complex Scenes
|
| Tutorial on MCMC:
- Monocular 3D Scene Modeling and Inference: Understanding Multi-Object Traffic Scenes, Christian Wojek, Stefan Roth, Konrad Schindler, Bernt Schiele
|
11
| 10/28
| Understanding Complex Scenes
|
| Joint segmentation and reconstruction from D-RGB data (I):
- Nathan Silberman, Derek Hoiem, Pushmeet Kohli, Rob Fergus "Indoor Segmentation and Support Inference from RGBD Images" ECCV, 2012
- S. Gupta, P. Arbelaez and J. Malik. Perceptual Organization and Recognition of Indoor Scenes from RGBD Images. In CVPR 2013 (oral).
|
12
| 10/30
| Understanding Complex Scenes
|
| Joint segmentation and reconstruction from D-RGB data (II):
- Munoz, D., Bagnell, J.A., Hebert, M.: Stacked hierarchical labeling. In: ECCV. (2010)
- Co-inference for Multi-modal Scene Analysis Daniel Munoz, J. Andrew (Drew) Bagnell, and Martial Hebert European Conference on Computer Vision (ECCV), October, 2012.
|
13
| 11/4
| Understanding Human Pose
|
| Joint segmentation and reconstruction from D-RGB data (III):
- Christian Häne, Christopher Zach, Andrea Cohen, Roland Angst, Marc Pollefeys, Joint 3D scene reconstruction and class segmentation
|
| 11/5
| Project Mid-term Report due
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14
| 11/6
| Understanding Human Pose
|
| Human pose estimation and activity recognition from 2D
images:
- Lubomir Bourdev, Jitendra Malik,"Poselets: Body Part Detectors Trained Using 3D Human Pose Annotations", ICCV 2009
- Lubomir Bourdev, Subhransu Maji, Thomas Brox, Jitendra Malik,"Detecting People Using Mutually Consistent Poselet Activations", ECCV 2010
- Action Recognition with Exemplar Based 2.5D Graph Matching Bangpeng Yao and Li Fei-Fei, European Conference on Computer Vision (ECCV). Firenze, Italy. October 7-13, 2012.
|
15
| tba
| Understanding Human Activities
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16
| 11/11
| Understanding Human Activities
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17
| 11/13
| Understanding Human Activities
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18
| tba
| Understanding Human Activities
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19
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| 11/18
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| Final Project Presentations
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20
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| 11/20
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| Final Project Presentations
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| 11/25
| no class - Thanksgiving Break
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| 11/27
| no class - Thanksgiving Break
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| 12/2
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| 12/4
| no class due to ICCV
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| 12/13
| Final Project Report Due
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