Deep Learning for Video: Action Detection (UPC 2018)

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https://mcv-m6-video.github.io/deepvideo-2018/ Overview of deep learning solutions for video processing. Part of a series of slides covering topics like action recognition, action detection, object tracking, object detection, scene segmentation, language and learning from videos. Prepared for the Master in Computer Vision Barcelona: http://pagines.uab.cat/mcv/

Données & analyses

@DocXavi
Xavier Giró-i-Nieto
[http://pagines.uab.cat/mcv/]
Module 6
Deep Learning for Video:
Action Detection
22nd March 2018

BSc
thesis
http://activity-net.org/ 2
Temporal Action Detection

BSc
thesis
Activity Classification
Longboarding
3
Temporal Action Detection

BSc
thesis
Activity Temporal Localization
Longboarding
4
Temporal Action Detection

5
A. Montes, Salvador, A., Pascual-deLaPuente, S., and Giró-i-Nieto, X., “Temporal Activity Detection in Untrimmed
Videos with Recurrent Neural Networks”, NIPS Workshop 2016 (best poster award)

BSc
thesis
Neural Network
Activity
6
Temporal Action Detection

BSc
thesis
Activity
CNN RNN+
7
Temporal Action Detection

8
Action Detection: C3D + LSTM
Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos
with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)

9
Action Detection: C3D + LSTM
Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos
with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)
Background
Activity 1
Activity 2
Activity 200
Clip1
Clip2
Clip3
ClipN

10
Action Detection: C3D + LSTM
Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos
with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)
Background
Activity 1
Activity 2
Activity 200
Clip1
Clip2
Clip3
ClipN
Average

11
Action Detection: C3D + LSTM
Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos
with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)
Background
Activity 1
Activity 2
Activity 200
Clip1
Clip2
Clip3
ClipN
Average
Max Probability

12
Action Detection: C3D + LSTM
Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos
with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)
Background
Activity 1
Activity 2
Activity 200
Clip1
Clip2
Clip3
ClipN
Average filter of k samplestime

13
Action Detection: C3D + LSTM
Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos
with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)
Background
Activity
Clip1
Clip2
Clip3
ClipN
Ɣ

14
Action Detection: C3D + LSTM
Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos
with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)
Ɣ

15
What techniques are used for object detection in images ?

16
Shou, Zheng, Dongang Wang, and Shih-Fu Chang. "Temporal action localization in untrimmed videos via multi-stage cnns."
CVPR 2016. (Slidecast and Slides by Alberto Montes)
Action Detection: Proposals

17
Shou, Zheng, Dongang Wang, and Shih-Fu Chang. "Temporal action localization in untrimmed videos via multi-stage cnns."
CVPR 2016. (Slidecast and Slides by Alberto Montes)
Action Detection: Proposals

18
Shou, Zheng, Dongang Wang, and Shih-Fu Chang. "Temporal action localization in untrimmed videos via multi-stage cnns."
CVPR 2016. (Slidecast and Slides by Alberto Montes)
Non-Maximum
Suppresion
Action Detection: Proposals

BSc
thesis
19
Action Detection: Two-stream CNN + RNN
Singh, Bharat, Tim K. Marks, Michael Jones, Oncel Tuzel, and Ming Shao. "A multi-stream
bi-directional recurrent neural network for fine-grained action detection." CVPR 2016
Motion
Appearance

BSc
thesis
20
Singh, Bharat, Tim K. Marks, Michael Jones, Oncel Tuzel, and Ming Shao. "A multi-stream
bi-directional recurrent neural network for fine-grained action detection." CVPR 2016
Action Detection: Two-stream CNN + RNN
Multi-Stream
Network

21
Yeung, Serena, Olga Russakovsky, Greg Mori, and Li Fei-Fei. "End-to-end Learning of Action Detection
from Frame Glimpses in Videos." CVPR 2016
Action Detection: Reinforcement Learning

22
Yeung, Serena, Olga Russakovsky, Greg Mori, and Li Fei-Fei. "End-to-end Learning of Action Detection
from Frame Glimpses in Videos." CVPR 2016
Action Detection: Reinforcement Learning

23
Shou, Zheng, Junting Pan, Jonathan Chan, Kazuyuki Miyazawa, Hassan Mansour, Anthony Vetro, Xavier
Giro-i-Nieto, and Shih-Fu Chang. "Online Action Detection in Untrimmed, Streaming Videos-Modeling and
Evaluation." arXiv preprint arXiv:1802.06822 (2018).
Action Detection: Online

● MSc course (2017)
● BSc course (2018)
24
Deep Learning online courses by UPC:
● 1st edition (2016)
● 2nd edition (2017)
● 3rd edition (2018)
● 1st edition (2017)
● 2nd edition (2018)
Next edition Autumn 2018 Next edition Winter/Spring 2019Summer School (late June 2018)

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Deep Learning for Video: Action Detection (UPC 2018)

1. @DocXavi Xavier Giró-i-Nieto [http://pagines.uab.cat/mcv/] Module 6 Deep Learning for Video: Action Detection 22nd March 2018

2. BSc thesis http://activity-net.org/ 2 Temporal Action Detection

3. BSc thesis Activity Classification Longboarding 3 Temporal Action Detection

4. BSc thesis Activity Temporal Localization Longboarding 4 Temporal Action Detection

5. 5 A. Montes, Salvador, A., Pascual-deLaPuente, S., and Giró-i-Nieto, X., “Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks”, NIPS Workshop 2016 (best poster award)

6. BSc thesis Neural Network Activity 6 Temporal Action Detection

7. BSc thesis Activity CNN RNN+ 7 Temporal Action Detection

8. 8 Action Detection: C3D + LSTM Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award)

9. 9 Action Detection: C3D + LSTM Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award) Background Activity 1 Activity 2 Activity 200 Clip1 Clip2 Clip3 ClipN

10. 10 Action Detection: C3D + LSTM Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award) Background Activity 1 Activity 2 Activity 200 Clip1 Clip2 Clip3 ClipN Average

11. 11 Action Detection: C3D + LSTM Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award) Background Activity 1 Activity 2 Activity 200 Clip1 Clip2 Clip3 ClipN Average Max Probability

12. 12 Action Detection: C3D + LSTM Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award) Background Activity 1 Activity 2 Activity 200 Clip1 Clip2 Clip3 ClipN Average filter of k samplestime

13. 13 Action Detection: C3D + LSTM Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award) Background Activity Clip1 Clip2 Clip3 ClipN Ɣ

14. 14 Action Detection: C3D + LSTM Alberto Montes, Amaia Salvador, Santiago Pascual, and Xavier Giro-i-Nieto. "Temporal Activity Detection in Untrimmed Videos with Recurrent Neural Networks." NIPS Workshop 2016 (best poster award) Ɣ

15. 15 What techniques are used for object detection in images ?

16. 16 Shou, Zheng, Dongang Wang, and Shih-Fu Chang. "Temporal action localization in untrimmed videos via multi-stage cnns." CVPR 2016. (Slidecast and Slides by Alberto Montes) Action Detection: Proposals

17. 17 Shou, Zheng, Dongang Wang, and Shih-Fu Chang. "Temporal action localization in untrimmed videos via multi-stage cnns." CVPR 2016. (Slidecast and Slides by Alberto Montes) Action Detection: Proposals

18. 18 Shou, Zheng, Dongang Wang, and Shih-Fu Chang. "Temporal action localization in untrimmed videos via multi-stage cnns." CVPR 2016. (Slidecast and Slides by Alberto Montes) Non-Maximum Suppresion Action Detection: Proposals

19. BSc thesis 19 Action Detection: Two-stream CNN + RNN Singh, Bharat, Tim K. Marks, Michael Jones, Oncel Tuzel, and Ming Shao. "A multi-stream bi-directional recurrent neural network for fine-grained action detection." CVPR 2016 Motion Appearance

20. BSc thesis 20 Singh, Bharat, Tim K. Marks, Michael Jones, Oncel Tuzel, and Ming Shao. "A multi-stream bi-directional recurrent neural network for fine-grained action detection." CVPR 2016 Action Detection: Two-stream CNN + RNN Multi-Stream Network

21. 21 Yeung, Serena, Olga Russakovsky, Greg Mori, and Li Fei-Fei. "End-to-end Learning of Action Detection from Frame Glimpses in Videos." CVPR 2016 Action Detection: Reinforcement Learning

22. 22 Yeung, Serena, Olga Russakovsky, Greg Mori, and Li Fei-Fei. "End-to-end Learning of Action Detection from Frame Glimpses in Videos." CVPR 2016 Action Detection: Reinforcement Learning

23. 23 Shou, Zheng, Junting Pan, Jonathan Chan, Kazuyuki Miyazawa, Hassan Mansour, Anthony Vetro, Xavier Giro-i-Nieto, and Shih-Fu Chang. "Online Action Detection in Untrimmed, Streaming Videos-Modeling and Evaluation." arXiv preprint arXiv:1802.06822 (2018). Action Detection: Online

24. ● MSc course (2017) ● BSc course (2018) 24 Deep Learning online courses by UPC: ● 1st edition (2016) ● 2nd edition (2017) ● 3rd edition (2018) ● 1st edition (2017) ● 2nd edition (2018) Next edition Autumn 2018 Next edition Winter/Spring 2019Summer School (late June 2018)

Deep Learning for Video: Action Detection (UPC 2018)

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