Object Detection on UHD-LOL 8K (7680 x 4320) (test)
595Person CountLLFormer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLFormerDetection Model=YOLOv10x2026.04 | 595 | 0.6597 | 922 | 0.6616 | 1,517 | 0.6609 | |
| CPEDetection Model=YOLOv10x2026.04 | 576 | 0.6508 | 837 | 0.6595 | 1,413 | 0.6559 | |
| RetinexformerDetection Model=YOLOv10x2026.04 | 568 | 0.6593 | 824 | 0.6522 | 1,392 | 0.6551 | |
| InputDetection Model=YOLOv10x2026.04 | 524 | 0.6379 | 716 | 0.6358 | 1,240 | 0.6367 | |
| HVI-CIDNetDetection Model=YOLOv10x2026.04 | 483 | 0.6493 | 874 | 0.659 | 1,357 | 0.6556 | |
| Zero-DCE++Detection Model=YOLOv10x2026.04 | 474 | 0.655 | 762 | 0.6647 | 1,236 | 0.661 | |
| FLOLDetection Model=YOLOv10x2026.04 | 446 | 0.6627 | 793 | 0.6441 | 1,239 | 0.6507 | |
| AGLLDiffDetection Model=YOLOv10x2026.04 | 35 | 0.5834 | 1 | 0.3033 | 36 | 0.5756 | |
| UHDMDetection Model=YOLOv10x2026.04 | 0 | 0 | 0 | 0 | 0 | 0 |