CV 导论
- Overview
- Classic Vision I - 图片、卷积和 Canny Edge Detection
- Classic Vision II - OLS、RANSAC 和 Harris Corner Detection
- Deep Learning I - Machine Learning 101, SGD Optimization
- Deep Learning II - MLP 和 CNN
- Deep Learning III - Preprocess, Initialization, Optimizer, Learning Rate
- Deep Learning IV - Batch Norm, ResNet, 过拟合的 tricks 和多分类问题
- Deep Learning V - VGG, ResNet, UNet
- 3D Vision I - 3D Data, Camera Model, Calibration
- 3D Vision II - 3D Representations, Point Cloud Sampling, PointNet
- 3D Vision III & Sequential Data I - PointNet, 3D Conv, RNN
- Sequential Data II - RNN, LSTM, Naive Attention
- Task - Object Detection & Instance Segmentation