Week 8/9/10 Level2- P Stage [Object Detection]

Object Detection Bible

 

Level2 U Stage + P Stage

2021.09.27 ~ 2021.10.14

 

 

1. What is Object Detection?

• Introduction, history

 

2. Object Detection - Evaluation Metric

• mAP, FPS, Flops

 

3. 2 Stage Object Detectors

• R-CNN
• SPPNet
• Fast R-CNN
• Faster R-CNN

 

4. 대표 Library

• mmdetection
• detectron2

 

5. Neck

• Neck이란?
• FPN
• PANet
• DetectorRS
• BiFPN, NASFPN, AugFPN

6. 1 Stage Object Detectors

• YOLO
• SSD
• RetinaNet

7. EfficientDet

 

8. Advanced Object Detection - 최신 동향

• Cascade RCNN
• Deformable CNN (DCN)
• Transformer
• YOLO v4
• M2Det
• CornerNet

9. Object Detection Competition Tips

 

10. 도비도비전잘한다 Team Solution!