Infrared Small Target Detection on ITSDT-15K Static Scenes
82.59mAP50DMRNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMRNetMotion modeling type=D, Frame setting=Multi-Frame, Params=13.75M, FPS=19.742026.06 | 82.59 | 89.58 | 93.98 | 91.72 | |
| CoMoEMotion modeling type=I, Frame setting=Multi-Frame, Params=19.61M, FPS=12.732026.06 | 80.4 | 88.15 | 92.98 | 90.5 | |
| SeVILMotion modeling type=M, Frame setting=Multi-Frame, Params=40.48M, FPS=21.72026.06 | 80.18 | 88.96 | 91.46 | 90.2 | |
| MoPKLMotion modeling type=M, Frame setting=Multi-Frame, Params=9.46M, FPS=10.032026.06 | 79.78 | 93.29 | 86.8 | 89.92 | |
| S2MVPMotion modeling type=I, Frame setting=Multi-Frame, Params=52.74M, FPS=28.762026.06 | 78.17 | 88.49 | 88.88 | 88.69 | |
| ST-AdapterMotion modeling type=I, Frame setting=Multi-Frame, Params=12.73M, FPS=9.762026.06 | 78.1 | 93.4 | 84.73 | 88.85 | |
| TMPMotion modeling type=I, Frame setting=Multi-Frame, Params=16.41M, FPS=6.912026.06 | 77.5 | 90.65 | 86.89 | 88.73 | |
| STMENetMotion modeling type=I, Frame setting=Multi-Frame, Params=9.85M, FPS=11.952026.06 | 77.33 | 92.42 | 84.35 | 88.21 | |
| Hyper-YOLOMotion modeling type=N, Frame setting=Single-Frame, Params=14.8M, FPS=1272026.06 | 77.12 | 89.47 | 61.15 | 72.64 | |
| NS-FPNMotion modeling type=N, Frame setting=Single-Frame, Params=7.89M, FPS=11.172026.06 | 77.12 | 88.76 | 86.31 | 88.18 | |
| SSTNetMotion modeling type=I, Frame setting=Multi-Frame, Params=11.95M, FPS=12.352026.06 | 76.96 | 91.05 | 85.29 | 88.07 | |
| DST-AdapterMotion modeling type=I, Frame setting=Multi-Frame, Params=12.38M, FPS=9.332026.06 | 76.8 | 90.87 | 85.36 | 88.03 | |
| TridosMotion modeling type=I, Frame setting=Multi-Frame, Params=14.13M, FPS=13.712026.06 | 76.72 | 91.81 | 84.63 | 88.07 | |
| PConvMotion modeling type=N, Frame setting=Single-Frame, Params=6.59M, FPS=10.012026.06 | 76.02 | 89.96 | 85.18 | 87.5 | |
| ST-TransMotion modeling type=I, Frame setting=Multi-Frame, Params=38.13M, FPS=3.92026.06 | 76.02 | 89.96 | 85.18 | 87.5 | |
| BeltCrackMotion modeling type=I, Frame setting=Multi-Frame, Params=20.70M, FPS=16.702026.06 | 74.9 | 89.67 | 84.82 | 87.18 | |
| HR-SemNetMotion modeling type=N, Frame setting=Single-Frame, Params=8.7M, FPS=1172026.06 | 74.47 | 73 | 77.5 | 75.2 | |
| CHALMotion modeling type=E, Frame setting=Multi-Frame, Params=15.69M, FPS=12.962026.06 | 74.4 | 89.38 | 84.35 | 86.79 | |
| EMIPMotion modeling type=E, Frame setting=Multi-Frame, Params=46.03M, FPS=20.852026.06 | 73.5 | 91.22 | 81.05 | 85.83 | |
| YOLOXMotion modeling type=N, Frame setting=Single-Frame, Params=7.259M, FPS=1112026.06 | 71.95 | 83.43 | 87.35 | 85.34 | |
| DNANetMotion modeling type=N, Frame setting=Single-Frame, Params=7.22M, FPS=4.782026.06 | 70.46 | 88.55 | 80.73 | 84.46 | |
| RDIANMotion modeling type=N, Frame setting=Single-Frame, Params=2.74M, FPS=20.522026.06 | 68.49 | 90.56 | 76.06 | 82.68 | |
| TROIMotion modeling type=I, Frame setting=Multi-Frame, Params=97.20M, FPS=13.62026.06 | 68.14 | 91 | 75.36 | 82.45 | |
| DTUMMotion modeling type=E, Frame setting=Multi-Frame, Params=9.64M, FPS=14.242026.06 | 67.97 | 77.95 | 88.28 | 82.79 | |
| AGPCNetMotion modeling type=N, Frame setting=Single-Frame, Params=14.88M, FPS=4.792026.06 | 67.27 | 91.19 | 74.77 | 82.16 | |
| L2SKNetMotion modeling type=N, Frame setting=Single-Frame, Params=3.42M, FPS=40.632026.06 | 66.07 | 90.75 | 73.72 | 81.35 | |
| UIUNetMotion modeling type=N, Frame setting=Single-Frame, Params=53.06M, FPS=3.632026.06 | 65.15 | 84.07 | 78.39 | 81.13 | |
| TransVODMotion modeling type=I, Frame setting=Multi-Frame, Params=39.83M, FPS=13.822026.06 | 63.59 | 88.37 | 70.34 | 78.3 | |
| ISNetMotion modeling type=N, Frame setting=Single-Frame, Params=3.48M, FPS=8.872026.06 | 62.29 | 83.46 | 75.32 | 79.18 | |
| RPCANetMotion modeling type=N, Frame setting=Single-Frame, Params=3.21M, FPS=15.852026.06 | 62.28 | 81.46 | 77.1 | 79.22 | |
| SIRST5KMotion modeling type=N, Frame setting=Single-Frame, Params=11.48M, FPS=7.372026.06 | 61.52 | 86.95 | 71.32 | 78.36 | |
| MSHNetMotion modeling type=N, Frame setting=Single-Frame, Params=6.59M, FPS=18.552026.06 | 60.82 | 89.69 | 68.44 | 77.64 | |
| MISTNetMotion modeling type=I, Frame setting=Multi-Frame, Params=3.914M, FPS=6.732026.06 | 57.2 | 79.84 | 72.5 | 75.99 | |
| RT-DETRMotion modeling type=N, Frame setting=Single-Frame, Params=42.8M, FPS=102.82026.06 | 57.17 | 77.15 | 55.01 | 64.22 | |
| ACMMotion modeling type=N, Frame setting=Single-Frame, Params=3.04M, FPS=22.572026.06 | 55.38 | 78.37 | 71.69 | 74.88 | |
| YOLOHMotion modeling type=N, Frame setting=Single-Frame, Params=7.542M, FPS=98.232026.06 | 54.99 | 79.98 | 69.67 | 74.47 | |
| MLPNetMotion modeling type=N, Frame setting=Single-Frame, Params=10.79M, FPS=5.932026.06 | 53.76 | 74.06 | 73.19 | 73.63 | |
| MFENetMotion modeling type=E, Frame setting=Multi-Frame, Params=27.58M, FPS=4.742026.06 | 50.7 | 82.11 | 62.7 | 71.1 | |
| ADSUNetMotion modeling type=E, Frame setting=Multi-Frame, Params=26.06M, FPS=20.822026.06 | 46.55 | 70.79 | 66.17 | 68.4 |