Multiframe Infrared Small Target Detection on NUDT-MIRSDT Hard subset
71.65IoUTEP-SAM (SAM-L)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TEP-SAM (SAM-L)Backbone=SAM-L2026.06 | 71.65 | 58.95 | 98.87 | 0.91 | |
| TEP-SAM (SAM-B)Backbone=SAM-B2026.06 | 71.19 | 58.28 | 99.05 | 1.23 | |
| TEP-SAM (SAM2-B)Backbone=SAM2-B2026.06 | 67.97 | 55.58 | 99.24 | 1.78 | |
| TEP-SAM (SAM2-L)Backbone=SAM2-L2026.06 | 67.57 | 55.91 | 99.43 | 2.45 | |
| DeepProMode=Multi-frame2026.06 | 67.29 | 54.92 | 95.27 | 3.76 | |
| ResUNet+RFRMode=Multi-frame2026.06 | 63.56 | 52.31 | 79.4 | 4.83 | |
| SAM-SPL+DTUMMode=SAM-based2026.06 | 63.42 | 53.5 | 91.68 | 12.62 | |
| DNANet+DTUMMode=Multi-frame2026.06 | 63.33 | 51.34 | 84.69 | 7.66 | |
| DeepPro-PlusMode=Multi-frame2026.06 | 63.04 | 55.67 | 99.05 | 6.24 | |
| ResUNet+DTUMMode=Multi-frame2026.06 | 61.82 | 51.83 | 94.71 | 16.65 | |
| LMAFormerMode=Multi-frame2026.06 | 58.64 | 45.51 | 78.64 | 2.15 | |
| SAM2 (Ravi et al.)Prompt=Box, Mode=SAM-based2026.06 | 42.85 | 23.36 | 24.2 | 1.06 | |
| SAMURAIPrompt=Box, Mode=SAM-based2026.06 | 42.66 | 4.87 | 31.95 | 932.65 | |
| SAM2 (Ravi et al.)Prompt=Point, Mode=SAM-based2026.06 | 35.09 | 0.04 | 10.21 | 999 | |
| SAM+XMem++Prompt=Box, Mode=SAM-based2026.06 | 35.08 | 2.41 | 4.91 | 7.62 | |
| SAM+XMemPrompt=Box, Mode=SAM-based2026.06 | 35.07 | 2.4 | 4.19 | 7.38 | |
| UIUNetMode=Singleframe2026.06 | 31.2 | 10.92 | 36.48 | 506.57 | |
| SAM-SPL+XMemMode=SAM-based2026.06 | 29.31 | 5.15 | 17.77 | 257.94 | |
| SAM-SPL+XMem++Mode=SAM-based2026.06 | 29.3 | 4.99 | 17.58 | 272.77 | |
| HCFNetMode=Singleframe2026.06 | 27.53 | 12.58 | 24.57 | 156.22 | |
| SRSTTMode=Multi-frame2026.06 | 26.58 | 32.4 | 71.46 | 84.4 | |
| SAM-I2VPrompt=box, Mode=SAM-based2026.06 | 24.4 | 11.92 | 41.78 | 344.04 | |
| 4D-TRMode=Multi-frame2026.06 | 23.75 | 11.82 | 86.77 | 381.64 | |
| SAM-SPL+3DConvMode=SAM-based2026.06 | 22.65 | 5.37 | 14.18 | 189.98 | |
| SAM-SPLMode=SAM-based2026.06 | 22.04 | 5.77 | 14.18 | 198.59 | |
| TSP-SAMMode=SAM-based2026.06 | 20.76 | 10.48 | 25.52 | 235.36 | |
| SAM-SPL+Temporal-PoolingMode=SAM-based2026.06 | 20.58 | 2.31 | 9.26 | 223.31 | |
| SAM-I2VPrompt=point, Mode=SAM-based2026.06 | 19.41 | 0.27 | 15.88 | 999 | |
| SAM+XMemPrompt=Point, Mode=SAM-based2026.06 | 19.24 | 0.03 | 9.07 | 999 | |
| SAM+XMem++Prompt=Point, Mode=SAM-based2026.06 | 19.18 | 0.03 | 8.88 | 999 | |
| DNANetMode=Singleframe2026.06 | 16.92 | 4.06 | 13.61 | 268.3 | |
| RIPTMode=Singleframe2026.06 | 0.15 | 0.17 | 1.83 | 210.87 | |
| ANLPTMode=Singleframe2026.06 | 0.07 | 0.11 | 1.13 | 275.55 | |
| NFTDGSTVMode=Multi-frame2026.06 | 0.06 | 0.16 | 1.7 | 430.09 | |
| WSLCMMode=Singleframe2026.06 | 0 | 0 | 0 | 112.25 |