Multiframe Infrared Small Target Detection on TSIRMT Hard
65.63IoUTEP-SAM (SAM2-L)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TEP-SAM (SAM2-L)Backbone=SAM2-L2026.06 | 65.63 | 67.89 | 88.19 | 112.2 | |
| TEP-SAM (SAM-B)Backbone=SAM-B2026.06 | 65.22 | 66.34 | 86.46 | 205.92 | |
| TEP-SAM (SAM-L)Backbone=SAM-L2026.06 | 63.95 | 65.22 | 82.68 | 158.44 | |
| TEP-SAM (SAM2-B)Backbone=SAM2-B2026.06 | 63.44 | 64.33 | 84.84 | 216.12 | |
| LMAFormerMode=Multi-frame2026.06 | 55.56 | 59.07 | 79.05 | 272.39 | |
| SAM-SPL+DTUMMode=SAM-based2026.06 | 50.55 | 51.51 | 76.78 | 666.03 | |
| SAM-I2VPrompt=point, Mode=SAM-based2026.06 | 50.21 | 42.33 | 81.68 | 999 | |
| SAM-I2VPrompt=box, Mode=SAM-based2026.06 | 49.81 | 43.05 | 72.94 | 999 | |
| SAM2 (Ravi et al.)Prompt=Box, Mode=SAM-based2026.06 | 47.06 | 49.83 | 72.22 | 337.29 | |
| ResUNet+RFRMode=Multi-frame2026.06 | 46.32 | 48.93 | 66.73 | 670.36 | |
| DNANet+DTUMMode=Multi-frame2026.06 | 45.8 | 46.45 | 62.22 | 211.01 | |
| DeepPro-PlusMode=Multi-frame2026.06 | 44.7 | 47.75 | 72.7 | 328.09 | |
| ResUNet+DTUMMode=Multi-frame2026.06 | 42.35 | 45.57 | 62.83 | 513.53 | |
| DNANetMode=Singleframe2026.06 | 40.18 | 40.96 | 41.27 | 270.62 | |
| HCFNetMode=Singleframe2026.06 | 39.57 | 40.44 | 48.95 | 229.8 | |
| UIUNetMode=Singleframe2026.06 | 35.64 | 36.25 | 46.09 | 206.46 | |
| SAM+XMemPrompt=Box, Mode=SAM-based2026.06 | 34.9 | 42.94 | 52.59 | 89.61 | |
| SAM+XMem++Prompt=Box, Mode=SAM-based2026.06 | 34.67 | 42.88 | 52.25 | 89.83 | |
| SAM-SPLMode=SAM-based2026.06 | 33.28 | 36.2 | 50.86 | 999 | |
| SAM-SPL+3DConvMode=SAM-based2026.06 | 32.71 | 36.07 | 50.72 | 904.36 | |
| SAM2 (Ravi et al.)Prompt=Point, Mode=SAM-based2026.06 | 27.03 | 2.08 | 58.12 | 999 | |
| SAM-SPL+XMemMode=SAM-based2026.06 | 26.08 | 29.44 | 43.31 | 999 | |
| SAM-SPL+XMem++Mode=SAM-based2026.06 | 25.7 | 29.25 | 42.42 | 999 | |
| DeepProMode=Multi-frame2026.06 | 25.42 | 28.16 | 52.49 | 571.55 | |
| SAMURAIPrompt=Box, Mode=SAM-based2026.06 | 21.54 | 14.97 | 49.21 | 999 | |
| SAM-SPL+Temporal-PoolingMode=SAM-based2026.06 | 20.21 | 26.08 | 39.12 | 495.29 | |
| SAM+XMem++Prompt=Point, Mode=SAM-based2026.06 | 19.95 | 1.42 | 43.62 | 999 | |
| SAM+XMemPrompt=Point, Mode=SAM-based2026.06 | 19.64 | 1.41 | 44.08 | 999 | |
| 4D-TRMode=Multi-frame2026.06 | 4.11 | 4.17 | 48 | 52.15 | |
| SRSTTMode=Multi-frame2026.06 | 2.06 | 2.18 | 26.86 | 397.04 | |
| WSLCMMode=Singleframe2026.06 | 1.64 | 2.37 | 18.04 | 59.81 | |
| RIPTMode=Singleframe2026.06 | 1.26 | 2.08 | 33.37 | 235.31 | |
| ANLPTMode=Singleframe2026.06 | 1.01 | 1.29 | 17.15 | 137.61 | |
| NFTDGSTVMode=Multi-frame2026.06 | 0.28 | 0.52 | 13.96 | 205.12 |