Infrared Small Target Detection on IRDST
87.75mAP50DMRNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DMRNet2026.06 | 87.75 | 93.85 | |
| ADSUNet2026.06 | 82.4 | 91.2 | |
| HyperTeaArch=CNN+RNN+HGNN, Frames=5, Params=13.75M, GFlops=148.66, FPS=14.522025.08 | 76.42 | 87.62 | |
| CHAL2026.06 | 76.2 | 87.73 | |
| TSINetArch=CNN+Trans, Frames=5, Params=8.79M, GFlops=210.55, FPS=12.682025.08 | 73.19 | 86.19 | |
| TridosArch=CNN+Trans, Frames=5, Params=14.13M, GFlops=130.72, FPS=13.242025.08 | 72.54 | 85.63 | |
| DMRNet2026.06 | 72.3 | 85.23 | |
| DTUMArch=CNN, Frames=5, Params=2.79M, GFlops=103.73, FPS=12.852025.08 | 71.8 | 85.24 | |
| EMIP2026.06 | 71.53 | 84.82 | |
| DNANetArch=CNN, Frames=1, Params=7.19M, GFlops=135.00, FPS=12.132025.08 | 71.39 | 84.86 | |
| MSHNetArch=CNN, Frames=1, Params=6.55M, GFlops=69.78, FPS=25.732025.08 | 71.04 | 84.8 | |
| SSTNetArch=CNN+RNN, Frames=5, Params=11.95M, GFlops=123.60, FPS=12.972025.08 | 70.91 | 84.76 | |
| STMEArch=CNN, Frames=5, Params=9.85M, GFlops=41.92, FPS=15.262025.08 | 69.95 | 87.64 | |
| SeRankDetArch=CNN+Trans, Frames=1, Params=111.37M, GFlops=1147, FPS=18.542025.08 | 69.5 | 83.7 | |
| MISTNet2026.06 | 69.21 | 83.85 | |
| TMPArch=CNN+Trans, Frames=5, Params=16.41M, GFlops=92.85, FPS=14.022025.08 | 69.12 | 83.68 | |
| RPCANetArch=CNN, Frames=1, Params=3.17M, GFlops=377.48, FPS=26.402025.08 | 68.8 | 83.33 | |
| RDIANetArch=CNN, Frames=1, Params=2.71M, GFlops=50.67, FPS=45.642025.08 | 68.7 | 83.54 | |
| SCTransNetArch=CNN+Trans, Frames=1, Params=35.74M, GFlops=147.02, FPS=14.222025.08 | 68.41 | 83.01 | |
| DST-Adapter2026.06 | 68.17 | 81.73 | |
| MTUNetArch=CNN+Trans, Frames=1, Params=9.13M, GFlops=67.42, FPS=48.792025.08 | 67.2 | 82.35 | |
| AGPCNetArch=CNN, Frames=1, Params=14.85M, GFlops=366.37, FPS=15.722025.08 | 67.1 | 82.47 | |
| ISNetArch=CNN, Frames=1, Params=3.46M, GFlops=265.87, FPS=26.822025.08 | 66.3 | 81.96 | |
| ACMArch=CNN, Frames=1, Params=2.89M, GFlops=24.14, FPS=51.552025.08 | 65.31 | 81.4 | |
| ALCArch=CNN, Frames=1, Params=2.92M, GFlops=23.95, FPS=56.232025.08 | 53.1 | 72.93 | |
| MISTNet2026.06 | 12.84 | 34.47 | |
| ADSUNet2026.06 | 9.1 | 29.02 | |
| DST-Adapter2026.06 | 1.8 | 10.2 | |
| CHAL2026.06 | 0 | 0 | |
| EMIP2026.06 | 0 | 0 |