Pedestrian Detection on ECP Night (val)
7LAMR (Reasonable)Target Model
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Target ModelPedestrian Detector=Pedestron, description=fine-tuned on real night images, Real night injection ratio=100%2026.05 | 7 | 11 | 22 | 14 | |
| Target ModelPedestrian Detector=YOLO, description=fine-tuned on real night images, Real night injection ratio=100%2026.05 | 7 | 13 | 28 | 16 | |
| Contrastive-SDXLPedestrian Detector=Pedestron, Real night injection ratio=5%2026.05 | 8 | 12 | 25 | 15 | |
| Contrastive-SDXLPedestrian Detector=Pedestron, Real night injection ratio=10%2026.05 | 8 | 11 | 24 | 15 | |
| Contrastive-SDXLPedestrian Detector=Pedestron, Real night injection ratio=20%2026.05 | 8 | 11 | 23 | 14 | |
| Contrastive-SDXLPedestrian Detector=Pedestron, Real night injection ratio=0%2026.05 | 9 | 14 | 25 | 16 | |
| CycleGAN-TurboPedestrian Detector=Pedestron, Real night injection ratio=20%2026.05 | 9 | 15 | 26 | 16 | |
| Contrastive-SDXLPedestrian Detector=YOLO, Real night injection ratio=0%2026.05 | 9 | 16 | 33 | 18 | |
| Contrastive-SDXLPedestrian Detector=YOLO, Real night injection ratio=5%2026.05 | 9 | 14 | 31 | 17 | |
| CycleGAN-TurboPedestrian Detector=Pedestron, Real night injection ratio=10%2026.05 | 10 | 16 | 26 | 17 | |
| YOLO-BMPedestrian Detector=YOLO2026.05 | 10 | 17 | 36 | 19 | |
| Pedestron-BMPedestrian Detector=Pedestron2026.05 | 11 | 17 | 31 | 20 | |
| CycleGAN-TurboPedestrian Detector=Pedestron, Real night injection ratio=5%2026.05 | 11 | 17 | 29 | 18 | |
| CycleGAN-TurboPedestrian Detector=YOLO, Real night injection ratio=5%2026.05 | 11 | 18 | 33 | 21 | |
| InstructPix2PixPedestrian Detector=Pedestron, Real night injection ratio=10%2026.05 | 12 | 18 | 33 | 20 | |
| InstructPix2PixPedestrian Detector=Pedestron, Real night injection ratio=20%2026.05 | 12 | 15 | 31 | 19 | |
| CycleGAN-TurboPedestrian Detector=YOLO, Real night injection ratio=0%2026.05 | 12 | 20 | 35 | 21 | |
| CycleGAN-TurboPedestrian Detector=Pedestron, Real night injection ratio=0%2026.05 | 14 | 18 | 31 | 21 | |
| InstructPix2PixPedestrian Detector=YOLO, Real night injection ratio=5%2026.05 | 15 | 22 | 40 | 25 | |
| InstructPix2PixPedestrian Detector=Pedestron, Real night injection ratio=5%2026.05 | 16 | 22 | 41 | 25 | |
| InstructPix2PixPedestrian Detector=YOLO, Real night injection ratio=0%2026.05 | 18 | 30 | 45 | 29 | |
| InstructPix2PixPedestrian Detector=Pedestron, Real night injection ratio=0%2026.05 | 28 | 31 | 46 | 37 |