Deep Learning for Computer Vision

Lecturer: Prof. Yu-Chiang Frank Wang
Course website: http://vllab.ee.ntu.edu.tw/dlcv.html

Repository content

1. Principal Component Analysis and k-Nearest Neighbors Classification. [HW0]
2. Image Classification and Semantic segmentation. [HW1]
3. Image Generation and Unsupervised Domain Adaptation (UDA) [HW2]
   • GAN
   • ACGAN
   • DANN
4. Image Classification and Image Caption with Transformers. [HW3]
   • Vision Transformer (Vit)
   • CAption TRansformer (CATR)
5. Few-shot learning and Self-Supervised Pre-training for Image Classification [HW4]
   • Prototypical Network
   • BYOL