Inria STARS Deep Learning for Computer Vision
Winter 2021
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Lecture	Date	Topic	Instructor	Course Materials	TP/TD
Week 1
1	Tue 12/01/2021	Introduction. Neural Networks Basic	Francois, Hao	slides F. (pdf) video F. (mp4) slides H. (pdf) video H. (mp4)	TP1
Week 2
2	Thu 14/01/2021	Convolutional Neural Networks Architecture	Hao	slides (pdf) video H. (mp4)	TP2
Week 3
3	Tue 19/01/2021	Object Detection 1	Ujjwal	slides (pdf) video U.1 starting at 2:10:00 (mp4)	TP3
Week 4
4	Thu 21/01/2021	Object Detection 2	Ujjwal	slides (pdf) video U.2 (mp4)	TP4
Week 5
5	Tue 26/01/2021	Video classification: RNN, LSTM, GRU	Farhood	slides (pdf) video (mp4)	TP5 TP5 TP5
Week 6
6	Thu 28/01/2021	Action Recognition: 3D CNN, TCN	Rui	slides (pdf) video (mp4)	TP6 TP6 TP6
Week 7
7	Tue 2/02/2021	Action Detection: SCNN, TURN, 2DTAN, TAG, TSN, TCN	Rui	slides (pdf) video (mp4)	TP7
Week 8
8	Tue 9/02/2021	Generative Adversarial Networks (GANs): CGan, Image2Image translation, DCGan, CycleGan, StyleGan, BigGan, Video Generation	Yaohui	slides (pdf) video (mp4)	TP8
Week 9
9	Tue 16/02/2021	Generative Adversarial Networks (GANs): Deep Fake, GAN evaluation	Yaohui - Antitza	slides (pdf) video1 (mp4) video2 (mp4)	TP8
Week 10
10	Tue 23/02/2021	Final Project Presentations