Face Detection on DARK FACE (test)
52.9mAPFine-tuned DAI-Net
Evaluation Results
| Method | Links | |
|---|---|---|
| Fine-tuned DAI-NetCategory=Fully Supervised, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 52.9 | |
| Fine-tuned DSFDCategory=Fully Supervised, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 46 | |
| DAI-NetCategory=Zero-shot Adaptation, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 28 | |
| Sim-MinMaxCategory=Zero-shot Adaptation, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 25.7 | |
| CIConvCategory=Zero-shot Adaptation, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 18.4 | |
| SmallHardFaceCategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 16.1 | |
| DSFDCategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 16.1 | |
| PyramidBoxCategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 12.5 | |
| SFACategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 9.3 | |
| SRNCategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 9 | |
| RetinaFaceCategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 8.6 | |
| SSHCategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 6.9 | |
| Faster-RCNNCategory=Generalization, Base Detector=DSFD, Source Domain=WIDER FACE2023.12 | 1.7 | |
| PECMode=Enhancer + Detector (Finetune)2022.12 | 0.677 | |
| ZeroDCEMode=Enhancer + Detector (Finetune)2022.12 | 0.665 | |
| SCIMode=Enhancer + Detector (Finetune)2022.12 | 0.663 | |
| MSECMode=Enhancer + Detector (Finetune)2022.12 | 0.659 | |
| LCDMode=Enhancer + Detector (Finetune)2022.12 | 0.654 | |
| LIMEMode=Enhancer + Detector (Finetune)2022.12 | 0.644 | |
| RUASMode=Enhancer + Detector (Finetune)2022.12 | 0.642 | |
| HLAMode=Enhancer + Detector (Finetune)2022.12 | 0.607 | |
| FECMode=Enhancer + Detector (Finetune)2022.12 | 0.603 | |
| MAETMode=Enhancer + Detector (Finetune)2022.12 | 0.526 | |
| REGMode=Enhancer + Detector (Finetune)2022.12 | 0.514 |