Multiframe Infrared Small Target Detection on NUDT-MIRSDT (All)
86.27IoUTEP-SAM (SAM-L)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TEP-SAM (SAM-L)Backbone=SAM-L2026.06 | 86.27 | 86.54 | 99.65 | 0.42 | |
| TEP-SAM (SAM-B)Backbone=SAM-B2026.06 | 86.15 | 86.28 | 99.71 | 0.51 | |
| DNANet+DTUMMode=Multi-frame2026.06 | 83.35 | 85.73 | 95.32 | 3.61 | |
| DeepPro-PlusMode=Multi-frame2026.06 | 83.17 | 85.85 | 99.65 | 2.63 | |
| DeepProMode=Multi-frame2026.06 | 83.04 | 83.71 | 98.26 | 2.32 | |
| ResUNet+DTUMMode=Multi-frame2026.06 | 81.67 | 84.36 | 98.38 | 7.72 | |
| ResUNet+RFRMode=Multi-frame2026.06 | 80.75 | 83.94 | 92.71 | 6.7 | |
| TEP-SAM (SAM2-B)Backbone=SAM2-B2026.06 | 77.3 | 77.31 | 99.77 | 0.72 | |
| TEP-SAM (SAM2-L)Backbone=SAM2-L2026.06 | 77.18 | 77.28 | 99.83 | 1.04 | |
| SAM-SPL+DTUMMode=SAM-based2026.06 | 76.28 | 78.49 | 96.24 | 5.68 | |
| LMAFormerMode=Multi-frame2026.06 | 64.93 | 64.56 | 93.46 | 1.25 | |
| UIUNetMode=Singleframe2026.06 | 62.72 | 45.76 | 75.65 | 279.7 | |
| SAM-I2VPrompt=box, Mode=SAM-based2026.06 | 62.41 | 55.79 | 81.26 | 169.69 | |
| SAM-I2VPrompt=point, Mode=SAM-based2026.06 | 55.21 | 3.19 | 68.42 | 999 | |
| SAM2 (Ravi et al.)Prompt=Box, Mode=SAM-based2026.06 | 54.99 | 56.47 | 61.31 | 0.63 | |
| HCFNetMode=Singleframe2026.06 | 51.63 | 52.49 | 62.17 | 70.3 | |
| SAM-SPL+3DConvMode=SAM-based2026.06 | 47.6 | 39.58 | 57.14 | 188.66 | |
| SAM-SPLMode=SAM-based2026.06 | 47.47 | 38.66 | 56.85 | 207.03 | |
| SAM2 (Ravi et al.)Prompt=Point, Mode=SAM-based2026.06 | 47.11 | 0.13 | 49.39 | 999 | |
| SRSTTMode=Multi-frame2026.06 | 46.26 | 51.71 | 91.21 | 42.83 | |
| DNANetMode=Singleframe2026.06 | 44.43 | 38.55 | 56.28 | 206.64 | |
| SAM+XMemPrompt=Box, Mode=SAM-based2026.06 | 43.88 | 45.49 | 46.56 | 4.31 | |
| SAM+XMem++Prompt=Box, Mode=SAM-based2026.06 | 43.75 | 45.42 | 46.56 | 5 | |
| SAM-SPL+XMemMode=SAM-based2026.06 | 42.45 | 33.13 | 52.11 | 205.25 | |
| SAM-SPL+XMem++Mode=SAM-based2026.06 | 42.24 | 32.43 | 51.76 | 217.01 | |
| TSP-SAMMode=SAM-based2026.06 | 41.8 | 41.21 | 65.3 | 159.43 | |
| SAMURAIPrompt=Box, Mode=SAM-based2026.06 | 38.8 | 19.89 | 60.44 | 755.53 | |
| SAM+XMemPrompt=Point, Mode=SAM-based2026.06 | 37.16 | 0.16 | 47.31 | 999 | |
| SAM+XMem++Prompt=Point, Mode=SAM-based2026.06 | 37.04 | 0.16 | 47.25 | 999 | |
| SAM-SPL+Temporal-PoolingMode=SAM-based2026.06 | 33.73 | 26.77 | 53.15 | 214.87 | |
| 4D-TRMode=Multi-frame2026.06 | 32.77 | 24.04 | 89.99 | 223.45 | |
| WSLCMMode=Singleframe2026.06 | 12.6 | 13.66 | 52.75 | 82.97 | |
| RIPTMode=Singleframe2026.06 | 6.77 | 5.93 | 33.43 | 113.77 | |
| ANLPTMode=Singleframe2026.06 | 4.82 | 4.03 | 20.53 | 116.14 | |
| NFTDGSTVMode=Multi-frame2026.06 | 4.66 | 3.19 | 28.98 | 255.14 |