Objective Detection and Segmentation

Here is a tutorial / talk by FAIR on R-CNN framework for object detection, by FAIR.

• FasterRCNN
• MaskRCNN
• SSD
• YOLO

Classification and Identification and ReID

Loss Function Design

• Softmax, AMSoftmax, ArcFace, Center Loss...
• Clustering, GCN
• PCB, etc. How to get the most out of both instance and semantic information?

Feature Aggregation

• VLAD

Model / Network Training

Generative Adversarial Network

Adversarial examples.

Reinforcement Learning

Basics. Problem formulation.