Object Detection on HazyDet
55APFBRT-YOLO-X
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FBRT-YOLO-XParameters=22.8M2025.09 | 55 | 59.4 | 41 | 64.8 | — | |
| FMC-DETR-BParameters=17.4M2025.09 | 55 | 63.7 | 37.6 | 63.5 | — | |
| RT-DETR-R18Parameters=60.0M2025.09 | 53.8 | 63.2 | 36 | 62.2 | — | |
| DEIM-D-FINE-SParameters=10.1M2025.09 | 53.5 | 62.5 | 34 | 64 | — | |
| YOLOv13-LParameters=27.6M2025.09 | 52.7 | 57.5 | 37.6 | 63.1 | — | |
| YOLOv12-LParameters=26.4M2025.09 | 52.6 | 57.5 | 37.4 | 62.6 | — | |
| DeCoDetParameters=34.6M2025.09 | 52 | 60.5 | 34 | 61.9 | — | |
| Cascade RCNNParameters=69.1M2025.09 | 51.6 | 59 | 34.2 | 61.7 | — | |
| Defrom DETRParameters=40.0M2025.09 | 51.5 | 58.4 | 33.9 | 62.3 | — | |
| TOODParameters=32.0M2025.09 | 51.4 | 58.4 | 33.6 | 62.2 | — | |
| MS-DAYOLOParameters=40.0M2025.09 | 48.3 | 59.4 | 28.5 | 57 | — | |
| IAYOLOParameters=61.8M2025.09 | 38.3 | 44.1 | 22.2 | 48.6 | — | |
| DetAS2026.05 | — | — | — | — | 44.78 | |
| DetAS-X2026.05 | — | — | — | — | 52.35 | |
| Gemini-2.5-FlashProtocol=Fine-tuned2026.05 | — | — | — | — | 13.59 | |
| GLM-4.1V-9BProtocol=Fine-tuned2026.05 | — | — | — | — | 14.35 | |
| GPT-4.1Protocol=Fine-tuned2026.05 | — | — | — | — | 2.52 | |
| InternVL3.5-8BProtocol=Fine-tuned2026.05 | — | — | — | — | 19.53 | |
| MiniCPM-V-4.5Protocol=Fine-tuned2026.05 | — | — | — | — | 12 | |
| Ovis2.5-9BProtocol=Fine-tuned2026.05 | — | — | — | — | 17.2 | |
| Qwen3-VL-8BProtocol=Fine-tuned2026.05 | — | — | — | — | 31.34 | |
| Qwen3.5-9BProtocol=Fine-tuned2026.05 | — | — | — | — | 3.25 |