Upload File

poselets: body part detectors trained using 3d human pose annotations lubomir bourdev & jitendra...

  • Home
  • Documents
  • Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
28
Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

Upload: claire-hale

Post on 27-Mar-2015

219 views

Category:

Documents


0 download

Report

Tags:

TRANSCRIPT

Page 1: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

Poselets: Body Part Detectors trained Using 3D Human Pose Annotations

Lubomir Bourdev & Jitendra Malik

ICCV 2009

Page 2: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

Computer Vision GroupUC Berkeley

Object detection by multi-scale scanning

Ask this question repeatedly, varying position, scale, category…

Paradigm introduced by Rowley, Baluja & Kanade 96 for face detection.Viola & Jones 01, Dalal & Triggs 05, Felzenszwalb, McAllester, Ramanan 08

Page 3: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

Computer Vision GroupUC Berkeley

Object detection by multi-scale scanning

Ask this question repeatedly, varying position, scale, category…

Paradigm introduced by Rowley, Baluja & Kanade 96 for face detectionViola & Jones 01, Dalal & Triggs 05, Felzenszwalb, McAllester, Ramanan 08

Page 4: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 5: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

PASCAL VOC 2009 Detection

Page 6: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

AP=0.16

Page 7: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

Challenges

• Sub-categories

• Aspects

• Occlusion

Addressed by Poselets (Bourdev & Malik, ‘09)

Page 8: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 9: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 10: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 11: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 12: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 13: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 14: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 15: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 16: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 17: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 18: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 19: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

PASCAL VOC 2009 Average Precision 0.432 (the best)

Page 20: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 21: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

Segmentation Results on PASCAL VOC 2009

(w/ Subhransu Maji)

Page 22: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 23: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 24: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 25: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 26: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 27: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009
Page 28: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

Lubomir Jochim

Learning Spatiotemporal Features with 3D Convolutional ... · Learning Spatiotemporal Features with 3D Convolutional Networks Du Tran 1;2, Lubomir Bourdev , Rob Fergus , Lorenzo Torresani2,

Curso Veterinaria Del Dr. Lubomir Chmelar

Http://mscoco.org Ross Girshick Microsoft Research Tsung-Yi Lin Cornell Tech Michael Maire TTI Chicago Serge Belongie Cornell Tech Lubomir Bourdev Facebook

Lubomir Typlt

Microsoft COCO: Common Objects in Context - arXiv · 1 Microsoft COCO: Common Objects in Context Tsung-Yi Lin Michael Maire Serge Belongie Lubomir Bourdev Ross Girshick James Hays

Lubomir Tuchscher: Ethic Media Relations

13th Annual NWDA Lubomir Alexander Sloboda

Efficient Run-Time Dispatching in Generic Programming with Minimal Code Bloat Lubomir Bourdev Advanced Technology Labs Adobe Systems Jaakko Järvi Computer

arXiv:1505.03873v1 [cs.CV] 14 May 2015Kevin Tang 1, Manohar Paluri2, Li Fei-Fei , Rob Fergus 2, Lubomir Bourdev 1Computer Science Department, Stanford University 2Facebook AI Research

Poselets Body Part Detectors Trained Using 3D Human Pose Annotations - Bourdev, Malik - Proceedings of International Conference on Computer Vision - 2009

Poselets : Body Part Detectors Trained Using 3D Human Pose Annotations

Startup Conference 2009 Lubomir Petrov

Lubomir Kavalek - Washington Post Chess Column 2006

Lubomir Czupkiewicz - Pochodzenie i Rasa Słowian

Poselets and Their Applications in High-Level Computer Visiondigitalassets.lib.berkeley.edu/etd/ucb/text/Bourdev_berkeley_0028E_11350.pdf · Poselets and Their Applications in High-Level

Poselets and Their Applications in High-Level Computer Vision by

Video Action Detection with Relational Dynamic-Poselets · Title: Video Action Detection with Relational Dynamic-Poselets Author: Limin Wang1,2, Yu Qiao2, and Xiaoou Tang1,2 Created

Detecting People Using Mutually Consistent Poselet Activations · Detecting People Using Mutually Consistent Poselet Activations? Lubomir Bourdev 1;2, Subhransu Maji , Thomas Brox

Portfolio Lubomir Peytchev

C3D: Generic Features for Video Analysis - arXiv · C3D: Generic Features for Video Analysis Du Tran 1;2, Lubomir Bourdev , Rob Fergus 3, Lorenzo Torresani2, Manohar Paluri1 1Facebook

Creating a Similarity Graph from WordNet Lubomir Stanchev

availablpublicly dataset The e. is · 2015. 5. 24. · [1]Lubomir Bourdev and Jitendra Malik. Poselets: Body part detectors trained using 3D human pose annotations. In ICCV, 2009

DBB2 Lubomir Duchon Otazky Kap15

Lubomir Dolezel - Poetica Occidentala

Lubomir Dolezel, Mímesis y mundos posibles

Tchervenkov Lubomir Leading Change - An Unending Quest

#VirtualDesignMaster 3 Challenge 3 - Lubomir Zvolensky

Poselets Lubomir Bourdev and Jitendra Malik EECS, U.C ...yjlee/teaching/ecs289h... · Bourdev, Lubomir, and Jitendra Malik. "Poselets: Body part detectors trained using 3d human pose

Lubomir Vatchkov Portfolio

#VirtualDesignMaster 3 Challenge 2 - Lubomir Zvolensky

Dolezel, Lubomir (1988) - Mímesis y Mundos Posibles

Human Pose Search using Deep Poselets - IIIT Hyderabad€¦ · Human Pose Search using Deep Poselets Nataraj Jammalamadaka 1Andrew Zisserman2 C. V. Jawahar CVIT1 Visual Geometry Group2

Warsztat Fotografyczny - Fotografia kulinarna - Beata i Lubomir Lipov

Poselets: Body part detectors trained using 3D human pose annotations