Multiframe Infrared Small Target Detection on TSIRMT (All)
74.34IoUTEP-SAM (SAM-B)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TEP-SAM (SAM-B)Backbone=SAM-B2026.06 | 74.34 | 73.21 | 92.04 | 108.97 | |
| TEP-SAM (SAM2-L)Backbone=SAM2-L2026.06 | 74.06 | 73.79 | 93.18 | 59.29 | |
| TEP-SAM (SAM-L)Backbone=SAM-L2026.06 | 73.43 | 72.42 | 89.29 | 77.37 | |
| TEP-SAM (SAM2-B)Backbone=SAM2-B2026.06 | 72.64 | 71.68 | 91.42 | 104.26 | |
| LMAFormerMode=Multi-frame2026.06 | 65.89 | 65.63 | 86.1 | 185.78 | |
| SAM-I2VPrompt=box, Mode=SAM-based2026.06 | 63.49 | 55.67 | 83.77 | 878 | |
| SAM-I2VPrompt=point, Mode=SAM-based2026.06 | 61.7 | 53.1 | 87.88 | 999 | |
| SAM-SPL+DTUMMode=SAM-based2026.06 | 61.17 | 59.78 | 83.24 | 392.28 | |
| SAM2 (Ravi et al.)Prompt=Box, Mode=SAM-based2026.06 | 59.39 | 58.89 | 81.61 | 196.39 | |
| ResUNet+RFRMode=Multi-frame2026.06 | 58.14 | 57.04 | 79.32 | 629.09 | |
| DNANet+DTUMMode=Multi-frame2026.06 | 57.87 | 59.29 | 74.51 | 184.2 | |
| DeepPro-PlusMode=Multi-frame2026.06 | 57.7 | 57.09 | 82.38 | 282.71 | |
| ResUNet+DTUMMode=Multi-frame2026.06 | 54.59 | 54.16 | 75.36 | 469.43 | |
| SAM+XMemPrompt=Box, Mode=SAM-based2026.06 | 50.81 | 53.04 | 67.05 | 84.53 | |
| SAM+XMem++Prompt=Box, Mode=SAM-based2026.06 | 49.94 | 52.57 | 66.52 | 84.28 | |
| SAM-SPLMode=SAM-based2026.06 | 49.36 | 46.53 | 66.96 | 852.16 | |
| SAM-SPL+3DConvMode=SAM-based2026.06 | 49.36 | 46.93 | 67.11 | 768.54 | |
| HCFNetMode=Singleframe2026.06 | 48.53 | 49.63 | 59.55 | 192.4 | |
| SAM2 (Ravi et al.)Prompt=Point, Mode=SAM-based2026.06 | 48.41 | 4.53 | 73.02 | 999 | |
| DNANetMode=Singleframe2026.06 | 46.07 | 46.92 | 62.48 | 190.33 | |
| DeepProMode=Multi-frame2026.06 | 43.03 | 42.03 | 70.05 | 486.98 | |
| UIUNetMode=Singleframe2026.06 | 42.48 | 43.77 | 58.79 | 221.69 | |
| SAM+XMemPrompt=Point, Mode=SAM-based2026.06 | 41.82 | 3.06 | 61.03 | 999 | |
| SAM-SPL+XMemMode=SAM-based2026.06 | 41.77 | 38.34 | 58.74 | 999 | |
| SAM+XMem++Prompt=Point, Mode=SAM-based2026.06 | 41.2 | 3.07 | 60.56 | 999 | |
| SAM-SPL+XMem++Mode=SAM-based2026.06 | 40.85 | 37.98 | 57.94 | 999 | |
| SAM-SPL+Temporal-PoolingMode=SAM-based2026.06 | 34.91 | 36.7 | 58.54 | 383.42 | |
| SAMURAIPrompt=Box, Mode=SAM-based2026.06 | 28.94 | 17.63 | 55.79 | 999 | |
| 4D-TRMode=Multi-frame2026.06 | 7.27 | 7.41 | 52.84 | 66.34 | |
| WSLCMMode=Singleframe2026.06 | 2.89 | 4.08 | 27.21 | 243.14 | |
| SRSTTMode=Multi-frame2026.06 | 2.73 | 2.94 | 39.15 | 362.53 | |
| ANLPTMode=Singleframe2026.06 | 2.12 | 2.89 | 28.55 | 329.81 | |
| RIPTMode=Singleframe2026.06 | 2.1 | 3.14 | 28.21 | 211.12 | |
| NFTDGSTVMode=Multi-frame2026.06 | 0.55 | 0.94 | 20.57 | 180.68 |