Object Detection on MODA
97.7AP (Car)FressDet
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FressDetBackbone=SpeIWNet, #F (G)=31.7, #P (M)=2.32026.07 | 97.7 | 90.3 | 75.4 | 77.8 | 59.5 | 49.4 | 62 | 72.5 | 73.1 | 60.2 | 54.3 | |
| YOLO11mBackbone=CSP-D, #F (G)=126.2, #P (M)=25.12026.07 | 96.4 | 88 | 68.2 | 75.7 | 44.4 | 38 | 58.1 | 68.7 | 67.2 | 54.6 | 48.9 | |
| YOLOv12mBackbone=CSP-D, #F (G)=115.0, #P (M)=24.72026.07 | 96.3 | 85.3 | 68.8 | 74.3 | 40.3 | 36.3 | 57.4 | 69.5 | 66 | 52.4 | 46.8 | |
| YOLOv8mBackbone=CSP-D, #F (G)=112.0, #P (M)=26.42026.07 | 96.2 | 87.1 | 64.7 | 73.3 | 40.4 | 36.3 | 57 | 69.4 | 65.6 | 53.5 | 47.9 | |
| YOLOv8nBackbone=CSP-D, #F (G)=12.6, #P (M)=3.22026.07 | 95.8 | 85.2 | 63.7 | 67.4 | 33.6 | 35.9 | 49.6 | 65.1 | 62 | 48 | 43.3 | |
| YOLO26mBackbone=CSP-D, #F (G)=167.2, #P (M)=31.82026.07 | 95.5 | 85 | 67.3 | 74.4 | 35.7 | 33.8 | 56.9 | 66.6 | 64.4 | 51.2 | 46.5 | |
| O-DETRBackbone=Swin-T, #F (G)=492.0, #P (M)=57.62026.07 | 90.8 | 89.3 | 78.8 | 72.8 | 68 | 56 | 46.6 | 40.1 | 67.8 | 45.1 | 41.9 | |
| RHINOBackbone=Swin-T, #F (G)=319.5, #P (M)=50.82026.07 | 90.7 | 89.1 | 77.3 | 70.8 | 65.6 | 54 | 42.9 | 41 | 66.4 | 44 | 40.8 | |
| DCFLBackbone=ReR-50, #F (G)=241.0, #P (M)=37.02026.07 | 90.6 | 89.7 | 77.5 | 71.3 | 67.2 | 55.5 | 44.2 | 44 | 67.5 | 44.8 | 41.5 | |
| ReDetBackbone=ReR-N-50, #F (G)=245.2, #P (M)=31.62026.07 | 90.6 | 89.6 | 76.8 | 72.9 | 69.6 | 52.4 | 41.5 | 41 | 66.8 | 44.1 | 41.3 | |
| O-RepPtsBackbone=R-50, #F (G)=213.6, #P (M)=36.92026.07 | 90.5 | 89.2 | 77.7 | 71.2 | 66.2 | 53.1 | 43 | 41.1 | 66.5 | 44.1 | 40.9 | |
| OSSDetBackbone=R-50, #F (G)=263.1, #P (M)=36.52026.07 | 90.5 | 89.9 | 79.2 | 72.7 | 69.7 | 58.8 | 45.3 | 45.7 | 69 | 45.9 | 42.7 | |
| RoI-TBackbone=R-50, #F (G)=244.7, #P (M)=55.32026.07 | 90.5 | 89.3 | 75.2 | 73.3 | 68.7 | 51.8 | 44.5 | 30 | 65.4 | 43.4 | 40.7 | |
| O-RCNNBackbone=R-50, #F (G)=244.7, #P (M)=55.32026.07 | 90.5 | 89.7 | 74.6 | 72.5 | 66.6 | 54.7 | 45.1 | 30.4 | 65.5 | 44 | 40.9 | |
| StripRCNNBackbone=R-50, #F (G)=231.8, #P (M)=45.22026.07 | 90.5 | 89 | 76.1 | 73.6 | 67.1 | 56.5 | 45.2 | 30.7 | 66.1 | 44 | 41 | |
| ARS-DETRBackbone=Swin-T, #F (G)=254.0, #P (M)=44.22026.07 | 90.5 | 89.2 | 77.2 | 70.6 | 64.8 | 53.6 | 43.2 | 39.7 | 66.1 | 43.4 | 40.5 | |
| GWDBackbone=R-50, #F (G)=233.5, #P (M)=36.52026.07 | 90.4 | 79.9 | 70.7 | 59.7 | 49.3 | 30.8 | 26.7 | 29.7 | 54.7 | 37.8 | 34.6 | |
| R3DetBackbone=R-50, #F (G)=362.2, #P (M)=42.02026.07 | 90.4 | 88.7 | 74 | 63.8 | 57.8 | 45.1 | 29.4 | 32.2 | 60.2 | 36.7 | 34.8 | |
| R3Det-KLDBackbone=R-50, #F (G)=306.7, #P (M)=39.62026.07 | 90.4 | 88.7 | 74.8 | 66.6 | 60.9 | 42.6 | 29.8 | 35.5 | 61.2 | 39.4 | 36.8 | |
| S^2ANetBackbone=R-50, #F (G)=216.5, #P (M)=38.82026.07 | 90.4 | 88.7 | 74.4 | 69.1 | 62.7 | 48.9 | 30.1 | 40.7 | 63.1 | 38.7 | 36.7 | |
| CFABackbone=R-50, #F (G)=213.6, #P (M)=36.92026.07 | 90.4 | 89 | 76.7 | 69.7 | 64.4 | 55.1 | 43.1 | 41.5 | 66.2 | 43.2 | 40.6 | |
| LSKNetBackbone=LSKNet-S, #F (G)=221.9, #P (M)=32.62026.07 | 90.4 | 88.5 | 74.5 | 72.5 | 66 | 52.5 | 41 | 28.2 | 64.2 | 42.8 | 39.4 | |
| S2ADetBackbone=R-50, #F (G)=406.0, #P (M)=65.22026.07 | 90.3 | 86.6 | 72.1 | 71.3 | 57.2 | 54.1 | 35 | 40.8 | 63.5 | 41.1 | 38.9 | |
| FCOS-RBackbone=R-50, #F (G)=226.9, #P (M)=32.22026.07 | 90.3 | 86.3 | 75.2 | 71.2 | 59 | 53.8 | 34.7 | 37.4 | 63.5 | 41.8 | 39.1 | |
| GVBackbone=R-50, #F (G)=230.8, #P (M)=41.42026.07 | 90.3 | 89.1 | 73.8 | 69.5 | 66 | 46.7 | 41.4 | 22.6 | 62.4 | 35.7 | 34.7 | |
| R Retina.Backbone=R-50, #F (G)=233.5, #P (M)=36.52026.07 | 90.2 | 81.9 | 72.4 | 59 | 45.5 | 30.8 | 21.7 | 25.4 | 53.4 | 37.3 | 34.1 | |
| RTMDetBackbone=CSP-N, #F (G)=258.5, #P (M)=52.32026.07 | 90 | 88.4 | 75.3 | 71.1 | 62.8 | 52.5 | 42.9 | 41 | 65.5 | 41.5 | 40.1 | |
| MessDetBackbone=RE-CSP-N, #F (G)=616.0, #P (M)=15.12026.07 | 90 | 89.1 | 75.4 | 71.4 | 70.2 | 54.9 | 48.4 | 45.5 | 68.1 | 42.4 | 40.1 | |
| RepPts-RBackbone=R-50, #F (G)=213.6, #P (M)=36.92026.07 | 89.9 | 70.2 | 67 | 66.1 | 50.2 | 41.5 | 33.3 | 40.5 | 57.3 | 34.9 | 33 | |
| AO2-DETRBackbone=R-50, #F (G)=240.0, #P (M)=42.02026.07 | 89.4 | 88.1 | 76 | 69.5 | 65.7 | 54.8 | 41.9 | 41 | 65.8 | 43 | 40 |