Please scroll down for all the paper downloads.

 

 

Lecture

Date

Description

Readings

Presenter

1

Thur, Sep 27

Class introduction

 

Fei-Fei Li

2

Thur, Oct 4

Still images - Classification

Yang et al, CVPR 2010;
Maji et al, CVPR 2011;
Lecture notes-2

Kevin Tang;
Qifeng Chen

3

Thur, Oct 11

Still images - Human & Object Interaction

Delaitre et al, NIPS 2011;
Prest et al, PAMI 2012;
Lecture notes-3

Aman Sikka;
Vignesh Ramanathan

4

Thur, Oct 18

Videos - Features

Wang & Mori, NIPS 2008;
Sadanand & Corso, CVPR 2012;
Lecture notes-4

Evan Shieh;
Kyunghee Kim

5

Thur, Oct 25

Videos - Tracking and Recognition

Yang & Nevatia, ECCV 2012;
Choi & Savarese, ECCV 2012;
Lecture notes-5

Cameron Schaeffer;
Aman Sikka

6

Thur, Nov 1

Videos - Temporal models

Gaidon et al, CVPR 2011;
Ikizler & Forsyth, CVPR 2007;
Lecture notes-6

Evan Shieh;
Cameron Schaeffer

7

Thur, Nov 8

Videos - High-level

Fouhey et al, ECCV 2012;
Kitani et al, ECCV 2012
Lecture notes-7

David Held;
Qifeng Chen

8

Thur, Nov 15

Social interactions

Fathi et al, CVPR 2012;
Lan et al, CVPR 2012;
Lecture notes-8

Kevin Tang;
Vignesh Ramanathan

9

Thur, Nov 22

Thanksgiving holiday, no class

 

10

Thur, Nov 29

Depth images

Shotton et al, CVPR 2011;
Wang et al, CVPR 2012

Kyunghee Kim;
David Held

11

Thur, Dec 6

Project presentation

 

All students

 

 

References

 

Lecture #2:

W. Yang, Y. Wang, and G. Mori. Recognizing human actions from still images with latent poses. CVPR 2010.

S. Maji, L. Bourdev, and J. Malik. Action recognition from a distributed representation of pose and appearance. CVPR 2011.


Lecture #3:

V. Delaitre, J. Sivic, and I. Laptev. Learning person-object interactions for action recognition in still images. NIPS 2011.

A. Prest, C. Schmid, and V. Ferrari. Weakly supervised learning of interactions between humans and objects. PAMI 2012.


Lecture #4:

Y. Wang and G. Mori. Learning a discriminative hidden part model for human action recognition. NIPS 2008.

S. Sadanand and J. Corso. Action bank: A high-level representation of activity in video. CVPR 2012.


Lecture #5:

B. Yang and R. Nevatia. Online learned discriminative part-based appearance models for multi-human tracking. ECCV 2012.

W. Choi and S. Savarese. A unified framework for multi-target tracking and collective activity recognition. ECCV 2012.


Lecture #6:

A. Gaidon, Z. Harchaoui, and C. Schmid. Actom sequence models for efficient action detection. CVPR 2011.

N. Ikizler and D. Forsyth. Searching video for complex activities with finite state models. CVPR 2007.


Lecture #7:

D. Fouhey, V. Delaitre, A. Gupta, A. Efros, I. Laptev, and J. Sivic. People watching: human actions as a cue for single view geometry. ECCV 2012.

K. Kitani, B. Ziebart, J. Bagnell, and M. Hebert. Activity forecasting. ECCV 2012.


Lecture #8:

A. Fathi, J.Hodgins, and J. Rehg. Social interactions: A first-person perspective. CVPR 2012

T. Lan, L. Sigal, and G. Mori. Social Roles in Hierarchical Models for Human Activity Recognition. CVPR 2012.


Lecture #10:

J. Shotton, A. Fitzgibbon, M. Cook, T. Sharp, M. Finocchio, R. Moore, A. Kipman, and A. Blake. Real-time human pose recognition in parts from a single depth image. CVPR 2011.

J. Wang, Z. Liu, Y. Wu, and J. Yuan. Mining actionlet ensemble for action recognition with depth cameras. CVPR 2012.