|
週次 |
日期 |
單元主題 |
|
第0週 |
9/10 |
Course Logistics + Intro to Computer Vision |
|
第1週 |
9/17 |
Machine Learning 101;
Distinguished Talk by Prof. Rama Chellappa, University of Maryland |
|
第2週 |
9/24 |
Machine Learning 101 & Image Representation; HW #1 out |
|
第3週 |
10/1 |
Image Representation & Recognition |
|
第4週 |
10/8 |
Intro to Neural Networks + CNN (I); HW #1 due |
|
第5週 |
10/15 |
Intro to Neural Networks + CNN (II);
Object Detection & Segmentation (I) |
|
第6週 |
10/22 |
Tutorial on Python, Github, etc. HW #2 out |
|
第7週 |
10/29 |
ICCV Week (no class) |
|
第8週 |
11/5 |
Object Detection & Segmentation (II);
Visualization, and Adversarial Attacks of NNs; HW #2 due |
|
第9週 |
11/12 |
Generative Adversarial Networks |
|
第10週 |
11/19 |
Transfer Learning and Representation Disentanglement (I); HW #3 out |
|
第11週 |
11/26 |
Transfer Learning and Representation Disentanglement (II) |
|
第12週 |
12/3 |
Recurrent NNs and Seq-to-Seq Models (I); HW #3 due & HW #4 out |
|
第13週 |
12/10 |
Recurrent NNs and Seq-to-Seq Models (II) |
|
第14週 |
12/17 |
Learning Beyond Images (2D/3D, depth, etc.); HW #4 due |
|
第15週 |
12/24 |
Audio-Visual Event Localization and Synthesis |
|
第16週 |
12/31 |
Few-Shot Learning for Visual Classification |