Deep Learning for Computer Vision

Lecturer: Prof. Yu-Chiang Frank Wang

Course website: http://vllab.ee.ntu.edu.tw/dlcv.html

Contents

1. Bayesian inference; PCA and kNN on face recognition (link)
2. kernel method; color and texture segmentation; recognition with bag of visual words (link)
3. semantic segmentation of satellite images (link)
4. conditional face generation via VAE and GAN with feature distanglement (link)
5. video action recognition using recurrent neural networks (link)

Final competition: compact model for face recognition

Efficient and Adaptive ConvNets for Face Recognition: A Channel Prioritized Approach (link and poster)

Won the 1st prize! Specially thanks to the sponsorship of MultiTek.