Object Detection on UHD-LOL 4K (3840 x 2160) (test)
507Person CountLLFormer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLFormerDetection Model=YOLOv10x2026.04 | 507 | 74.82 | 1,789 | 79.65 | 2,296 | 78.59 | |
| HVI-CIDNetDetection Model=YOLOv10x2026.04 | 497 | 74.86 | 1,748 | 79.69 | 2,245 | 78.62 | |
| CPEDetection Model=YOLOv10x2026.04 | 496 | 74.08 | 1,768 | 79.62 | 2,264 | 78.41 | |
| FLOLDetection Model=YOLOv10x2026.04 | 475 | 74.65 | 1,696 | 78.41 | 2,171 | 77.59 | |
| Zero-DCE++Detection Model=YOLOv10x2026.04 | 472 | 75.39 | 1,732 | 79.22 | 2,204 | 78.4 | |
| UHDMDetection Model=YOLOv10x2026.04 | 464 | 75.67 | 1,707 | 79.01 | 2,171 | 78.29 | |
| RetinexformerDetection Model=YOLOv10x2026.04 | 431 | 73.8 | 1,658 | 76.8 | 2,089 | 76.18 | |
| InputDetection Model=YOLOv10x2026.04 | 427 | 74.75 | 1,655 | 78.03 | 2,082 | 77.36 | |
| AGLLDiffDetection Model=YOLOv10x2026.04 | 109 | 70.71 | 545 | 67.43 | 654 | 67.98 |