Object Detection on MMIOC-1M closed scene
42.4APRTVP
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RTVPCategory=Defect detection2026.06 | 42.4 | 76.1 | — | — | — | — | 74.8 | 72.6 | |
| YOLOv10-SCategory=General detection2026.06 | 41.7 | 69.2 | — | — | — | — | 70.8 | 67 | |
| RTVPNet-LParam=110M, GFLOPs=892026.06 | 41.3 | 64.9 | 38.5 | 19.2 | 34.1 | 45.9 | — | — | |
| YOLOv9Category=General detection2026.06 | 41.1 | 72.1 | — | — | — | — | 71.7 | 69.2 | |
| LF-YOLOCategory=Defect detection2026.06 | 41.1 | 72.6 | — | — | — | — | 66.9 | 70.6 | |
| YOLOv8-MCategory=General detection2026.06 | 40.7 | 67.5 | — | — | — | — | 71.4 | 64.4 | |
| LiteYOLO-IDCategory=Defect detection2026.06 | 40 | 67.9 | — | — | — | — | 69.2 | 70.6 | |
| YOLOv8-SCategory=General detection2026.06 | 39.9 | 64.5 | — | — | — | — | 66.9 | 67.2 | |
| Qwen3-VL 4B2026.06 | 38.9 | 61.8 | 37.3 | 16.7 | 31.8 | 43.6 | — | — | |
| YOLOv12LParam=26M, GFLOPs=892026.06 | 37.8 | 58.4 | 31.4 | 16.3 | 27.2 | 42.7 | — | — | |
| Steel detCategory=Defect detection2026.06 | 37.8 | 70.7 | — | — | — | — | 71.6 | 69.3 | |
| RTVPNet-SParam=76M, GFLOPs=172026.06 | 36.7 | 60.7 | 36.5 | 16.7 | 30.4 | 40.9 | — | — | |
| LLaVA-OV 7B2026.06 | 36.6 | 60.2 | 35.5 | 14 | 30.4 | 42.4 | — | — | |
| RTVP (Previous Work)Param=131M, GFLOPs=392026.06 | 33 | 55.9 | 33.4 | 14.5 | 26.6 | 36.8 | — | — | |
| YOLOv12MParam=20M, GFLOPs=682026.06 | 31.1 | 54.3 | 27.5 | 15.9 | 25.8 | 39.1 | — | — | |
| DefectGLM 7.2B2026.06 | 27.1 | 51.5 | 26.6 | 13.3 | 26.3 | 37.9 | — | — | |
| YOLOv10LParam=24M, GFLOPs=1202026.06 | 23.9 | 44.8 | 22.3 | 11.7 | 20.6 | 26.1 | — | — | |
| YOLOv12SParam=9M, GFLOPs=212026.06 | 23.5 | 47.8 | 22.7 | 13.6 | 21.4 | 32.3 | — | — | |
| LF-YOLO-1.25Param=8M, GFLOPs=252026.06 | 23.5 | 41.2 | 21.6 | 11.1 | 18.7 | 25.9 | — | — | |
| MDETRParam=169M2026.06 | 22.6 | 39 | 21.7 | 11 | 19.8 | 25.6 | — | — | |
| YOLOv8LParam=44M, GFLOPs=1652026.06 | 21.9 | 38.1 | 19.8 | 10.5 | 17 | 22.8 | — | — | |
| SSA-YOLOParam=13M, GFLOPs=182026.06 | 21.3 | 36.9 | 15.1 | 14.7 | 19.5 | 36.4 | — | — | |
| YOLOv10MParam=15M, GFLOPs=592026.06 | 21.3 | 41.2 | 19 | 10.6 | 17.9 | 22.7 | — | — | |
| YOLOv10SParam=7M, GFLOPs=222026.06 | 20.8 | 39.4 | 18.6 | 9 | 15.9 | 22.8 | — | — | |
| YOLOv8MParam=26M, GFLOPs=792026.06 | 20.8 | 37.6 | 19.3 | 9.5 | 16.6 | 21.9 | — | — | |
| ETDNetParam=7M, GFLOPs=242026.06 | 17.1 | 34.2 | 14.4 | 14 | 24.2 | 32.2 | — | — | |
| Lite-YOLO-IDParam=4M, GFLOPs=92026.06 | 14.1 | 26.3 | 11.2 | 6.1 | 10.6 | 15.9 | — | — | |
| Hyper-YOLO-TParam=3M, GFLOPs=102026.06 | 13.4 | 26 | 11.4 | 5.3 | 9.7 | 13.6 | — | — | |
| YOLO-PCBParam=15M, GFLOPs=202026.06 | 12.5 | 24.8 | 10.6 | 4.8 | 9.5 | 13.3 | — | — | |
| Mamba-YOLO-BParam=19M, GFLOPs=452026.06 | 10.1 | 22.5 | 9.9 | 4.3 | 9 | 12.4 | — | — | |
| YOLOv8SParam=11M, GFLOPs=292026.06 | 9.9 | 19.5 | 8.4 | 4 | 7.1 | 10 | — | — |