|
週次 |
日期 |
單元主題 |
|
第0週 |
2/20 |
Course Logistics + Intro to Computer Vision |
|
第1週 |
2/27 |
Machine Learning 101 |
|
第2週 |
3/06 |
Image Representation & Recognition; HW #1 out |
|
第3週 |
3/13 |
Intro to Neural Networks + CNN (I) |
|
第4週 |
3/20 |
Intro to Neural Networks + CNN (II)
Tutorial on Python, Github, etc. |
|
第5週 |
3/27 |
Detection & Segmentation; HW #2 out |
|
第6週 |
4/03 |
Spring Break |
|
第7週 |
4/10 |
Segmentation, Visualization, and Adversarial Attacks of NNs |
|
第8週 |
4/17 |
Generative Adversarial Networks (Guest Lecture by Prof. Wei-Chen Chiu); HW #2 due & HW #3 out |
|
第9週 |
4/24 |
Transfer Learning and Representation Disentanglement (I) |
|
第10週 |
5/01 |
Transfer Learning and Representation Disentanglement (II) |
|
第11週 |
5/08 |
Deep Learning for Video Frame Interpolation & Object Co-Segmentation (Guest Lecture by Dr. Yen-Yu Lin); HW #3 due |
|
第12週 |
5/15 |
Recurrent NNs and Seq-to-Seq Models (I); HW #4 out |
|
第13週 |
5/22 |
Recurrent NNs and Seq-to-Seq Models (II);
Invited talk by Dr. Taiyi Huang (ASUS AICS) |
|
第14週 |
5/29 |
Learning Beyond Images (2D/3D, depth, etc.) |
|
第15週 |
6/05 |
Audio-Visual Event Localization and Synthesis; HW #4 due
Invited talk (1) by Dr. Wei-Sheng Lai, UC Merced)
Invited talk (2) by Dr. Shang-Hong Lai (Principal Researcher, Microsoft) |
|
第16週 |
6/12 |
Few-Shot Learning |