Multispectral Pedestrian Detection on KAIST (Night)
2.11MR^-2 (Log-average Miss Rate)AMFD+Faster-RCNN(Stu.)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AMFD+Faster-RCNN(Stu.)Detector=Faster-RCNN, Model Role=Student, Training Annotation Type=Sanitized, Distillation Method=AMFD2024.05 | 2.11 | 0.05 | |
| AMFD+Faster-RCNN(Stu.)Detector=Faster-RCNN, Model Role=Student, Training Annotation Type=Improved, Distillation Method=AMFD2024.05 | 2.18 | 0.05 | |
| AMFD+RetinaNet(Stu.)Detector=RetinaNet, Model Role=Student, Training Annotation Type=Sanitized, Distillation Method=AMFD2024.05 | 3.16 | 0.04 | |
| AMFD+RetinaNet(Stu.)Detector=RetinaNet, Model Role=Student, Training Annotation Type=Improved, Distillation Method=AMFD2024.05 | 4.86 | 0.04 | |
| Faster-RCNN(Tea.)Detector=Faster-RCNN, Model Role=Teacher2024.05 | 5.14 | 0.12 | |
| Faster-RCNN(Stu.)Detector=Faster-RCNN, Model Role=Student, Training Annotation Type=Sanitized2024.05 | 6.9 | 0.05 | |
| Faster-RCNN(Stu.)Detector=Faster-RCNN, Model Role=Student, Training Annotation Type=Improved2024.05 | 7.02 | 0.05 | |
| RetinaNet(Stu.)Detector=RetinaNet, Model Role=Student, Training Annotation Type=Sanitized2024.05 | 7.5 | 0.04 | |
| RetinaNet(Stu.)Detector=RetinaNet, Model Role=Student, Training Annotation Type=Improved2024.05 | 9.99 | 0.04 |