Infrared Small Target Detection on IRDST Dynamic Scenes
79.13mAP50DMRNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMRNetMotion modeling type=D, Frame setting=Multi-Frame, Params=13.75M, FPS=19.742026.06 | 79.13 | 87.53 | 91.23 | 89.34 | |
| ADSUNetMotion modeling type=E, Frame setting=Multi-Frame, Params=26.06M, FPS=20.822026.06 | 75 | 86.76 | 87.41 | 87.08 | |
| SeVILMotion modeling type=M, Frame setting=Multi-Frame, Params=40.48M, FPS=21.72026.06 | 74.62 | 86.53 | 87.82 | 87.17 | |
| MoPKLMotion modeling type=M, Frame setting=Multi-Frame, Params=9.46M, FPS=10.032026.06 | 74.54 | 89.04 | 84.74 | 86.84 | |
| TridosMotion modeling type=I, Frame setting=Multi-Frame, Params=14.13M, FPS=13.712026.06 | 73.72 | 84.49 | 89.35 | 86.85 | |
| STMENetMotion modeling type=I, Frame setting=Multi-Frame, Params=9.85M, FPS=11.952026.06 | 73.4 | 87.78 | 84.22 | 85.96 | |
| BeltCrackMotion modeling type=I, Frame setting=Multi-Frame, Params=20.70M, FPS=16.702026.06 | 72.91 | 86.64 | 85.12 | 85.82 | |
| ST-AdapterMotion modeling type=I, Frame setting=Multi-Frame, Params=12.73M, FPS=9.762026.06 | 72.22 | 87.52 | 83.5 | 85.46 | |
| S2MVPMotion modeling type=I, Frame setting=Multi-Frame, Params=52.74M, FPS=28.762026.06 | 72.15 | 85.36 | 86.87 | 86.11 | |
| HR-SemNetMotion modeling type=N, Frame setting=Single-Frame, Params=8.7M, FPS=1172026.06 | 71.55 | 73.71 | 70.65 | 72.17 | |
| SSTNetMotion modeling type=I, Frame setting=Multi-Frame, Params=11.95M, FPS=12.352026.06 | 71.55 | 88.56 | 81.92 | 85.11 | |
| CHALMotion modeling type=E, Frame setting=Multi-Frame, Params=15.69M, FPS=12.962026.06 | 71.55 | 81.07 | 89.61 | 85.12 | |
| DTUMMotion modeling type=E, Frame setting=Multi-Frame, Params=9.64M, FPS=14.242026.06 | 71.48 | 82.87 | 87.79 | 85.26 | |
| EMIPMotion modeling type=E, Frame setting=Multi-Frame, Params=46.03M, FPS=20.852026.06 | 71.11 | 86.98 | 82.25 | 84.55 | |
| DST-AdapterMotion modeling type=I, Frame setting=Multi-Frame, Params=12.38M, FPS=9.332026.06 | 70.34 | 86.15 | 82.44 | 84.25 | |
| ST-TransMotion modeling type=I, Frame setting=Multi-Frame, Params=38.13M, FPS=3.92026.06 | 70.04 | 88.21 | 80.01 | 83.91 | |
| TMPMotion modeling type=I, Frame setting=Multi-Frame, Params=16.41M, FPS=6.912026.06 | 70.03 | 86.7 | 81.41 | 83.97 | |
| Hyper-YOLOMotion modeling type=N, Frame setting=Single-Frame, Params=14.8M, FPS=1272026.06 | 69.9 | 86.67 | 81.59 | 84.05 | |
| RT-DETRMotion modeling type=N, Frame setting=Single-Frame, Params=42.8M, FPS=102.82026.06 | 68.95 | 70.01 | 68.79 | 69.39 | |
| NS-FPNMotion modeling type=N, Frame setting=Single-Frame, Params=7.89M, FPS=11.172026.06 | 67.8 | 89.27 | 76.68 | 82.51 | |
| PConvMotion modeling type=N, Frame setting=Single-Frame, Params=6.59M, FPS=10.012026.06 | 66.43 | 88.93 | 75.54 | 81.69 | |
| MFENetMotion modeling type=E, Frame setting=Multi-Frame, Params=27.58M, FPS=4.742026.06 | 65.31 | 80.19 | 82.07 | 81.12 | |
| TROIMotion modeling type=I, Frame setting=Multi-Frame, Params=97.20M, FPS=13.62026.06 | 64.67 | 87.46 | 74.9 | 80.7 | |
| MISTNetMotion modeling type=I, Frame setting=Multi-Frame, Params=3.914M, FPS=6.732026.06 | 64.32 | 80.87 | 80.19 | 80.53 | |
| DNANetMotion modeling type=N, Frame setting=Single-Frame, Params=7.22M, FPS=4.782026.06 | 63.61 | 82.92 | 77.48 | 80.11 | |
| CoMoEMotion modeling type=I, Frame setting=Multi-Frame, Params=19.61M, FPS=12.732026.06 | 63.51 | 73.65 | 87.44 | 79.95 | |
| MSHNetMotion modeling type=N, Frame setting=Single-Frame, Params=6.59M, FPS=18.552026.06 | 63.21 | 82.31 | 77.64 | 79.91 | |
| YOLOXMotion modeling type=N, Frame setting=Single-Frame, Params=7.259M, FPS=1112026.06 | 63.15 | 84.56 | 75.35 | 79.69 | |
| YOLOHMotion modeling type=N, Frame setting=Single-Frame, Params=7.542M, FPS=98.232026.06 | 61.57 | 80.48 | 77.76 | 79.1 | |
| L2SKNetMotion modeling type=N, Frame setting=Single-Frame, Params=3.42M, FPS=40.632026.06 | 61.19 | 77.85 | 79.98 | 78.9 | |
| ISNetMotion modeling type=N, Frame setting=Single-Frame, Params=3.48M, FPS=8.872026.06 | 59.78 | 80.24 | 75.08 | 77.58 | |
| AGPCNetMotion modeling type=N, Frame setting=Single-Frame, Params=14.88M, FPS=4.792026.06 | 59.21 | 79.47 | 75.51 | 77.44 | |
| RDIANMotion modeling type=N, Frame setting=Single-Frame, Params=2.74M, FPS=20.522026.06 | 59.08 | 77.99 | 76.35 | 77.16 | |
| TransVODMotion modeling type=I, Frame setting=Multi-Frame, Params=39.83M, FPS=13.822026.06 | 58.68 | 81.25 | 69.09 | 74.68 | |
| MLPNetMotion modeling type=N, Frame setting=Single-Frame, Params=10.79M, FPS=5.932026.06 | 57.48 | 80.36 | 72.14 | 76.03 | |
| RPCANetMotion modeling type=N, Frame setting=Single-Frame, Params=3.21M, FPS=15.852026.06 | 56.5 | 77.77 | 73.8 | 75.73 | |
| UIUNetMotion modeling type=N, Frame setting=Single-Frame, Params=53.06M, FPS=3.632026.06 | 56.38 | 80.95 | 70.29 | 75.25 | |
| ACMMotion modeling type=N, Frame setting=Single-Frame, Params=3.04M, FPS=22.572026.06 | 52.4 | 76.33 | 69.32 | 72.66 | |
| SIRST5KMotion modeling type=N, Frame setting=Single-Frame, Params=11.48M, FPS=7.372026.06 | 52.28 | 76.12 | 69.07 | 72.42 |