Referring Remote Sensing Image Segmentation on RefSegRS (test)
88.51Pr@0.5S4ECA-L
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| S4ECA-LTuning Strategy=Parameter-Efficient Tuning Adapter-based2026.06 | 88.51 | — | 72.9 | — | 25.12 | 82.35 | 77.64 | |
| RSRefSeg2Tuning Strategy=Parameter-Efficient Tuning Low-rank-based2026.06 | 88.22 | — | 73.97 | — | 34.4 | 81.24 | 77.39 | |
| S4ECA-BTuning Strategy=Parameter-Efficient Tuning Adapter-based2026.06 | 85.27 | — | 69.83 | — | 20.79 | 80.59 | 75.1 | |
| RS2-SAM2Tuning Strategy=Traditional Full Fine-tuning2026.06 | 84.31 | — | 70.89 | — | 21.19 | 80.87 | 73.9 | |
| HTVGTuning Strategy=Traditional Full Fine-tuning2026.06 | 83.6 | — | 63.02 | — | 7.26 | 80.12 | 68.81 | |
| ICIPNetVisual Encoder=Swin-B, Text Encoder=BERT2026.05 | 82.39 | 73.77 | 57.47 | 22.84 | 4.64 | 76.55 | 66.08 | |
| RSRefSegTuning Strategy=Parameter-Efficient Tuning Low-rank-based2026.06 | 81.14 | — | 65.77 | — | 16.06 | 79.69 | 68.71 | |
| DETRISTuning Strategy=Parameter-Efficient Tuning Adapter-based2026.06 | 79.79 | — | 61.89 | — | 17.34 | 77.31 | 68.14 | |
| RemoteSAMVisual Encoder=Swin-B, Text Encoder=BERT2026.05 | 79.2 | 67.2 | 43.53 | 17.45 | 3.14 | 74.77 | 62.9 | |
| MAFNVisual Encoder=Swin-B, Text Encoder=BERT2026.05 | 78.32 | 67.42 | 42.93 | 16.73 | 3.03 | 74.26 | 62.36 | |
| FIANetVisual Encoder=Swin-B, Text Encoder=BERT2026.05 | 78.22 | 68.17 | 40.22 | 18.98 | 3.08 | 74.94 | 62.89 | |
| SBANetTuning Strategy=Traditional Full Fine-tuning2026.06 | 77.02 | — | 44.15 | — | 8.97 | 79.86 | 62.73 | |
| FIANetTuning Strategy=Traditional Full Fine-tuning2026.06 | 76.73 | — | 42.85 | — | 8.41 | 78.04 | 61.77 | |
| CroBIM-UVisual Encoder=ConvNeXt-B, Text Encoder=BERT2026.01 | 76.68 | 62.54 | 34.81 | 13.5 | 326 | 73.81 | 60.08 | |
| CroBIM-UTuning Strategy=Traditional Full Fine-tuning2026.06 | 76.68 | — | 34.81 | — | 3.26 | 73.81 | 60.08 | |
| DANetTuning Strategy=Traditional Full Fine-tuning2026.06 | 76.61 | — | 42.72 | — | 8.04 | 79.53 | 62.14 | |
| CroBIMVisual Encoder=ConvNeXt-B, Text Encoder=BERT2026.01 | 75.89 | 61.42 | 34.07 | 12.99 | 275 | 72.33 | 59.77 | |
| RMSINVisual Encoder=Swin-B, Text Encoder=BERT2026.05 | 75.45 | 63.73 | 38.14 | 14.14 | 2.97 | 74.64 | 60.23 | |
| LGCETuning Strategy=Traditional Full Fine-tuning2026.06 | 73.75 | — | 39.46 | — | 5.45 | 76.81 | 59.96 | |
| RMSINTuning Strategy=Traditional Full Fine-tuning2026.06 | 72.26 | — | 39.37 | — | 5.38 | 76.29 | 59.63 | |
| CARISTuning Strategy=Traditional Full Fine-tuning2026.06 | 71.82 | — | 33.67 | — | 5.03 | 76.62 | 58.3 | |
| LAVTTuning Strategy=Traditional Full Fine-tuning2026.06 | 71.44 | — | 32.14 | — | 4.51 | 76.46 | 57.74 | |
| CroBIMVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 64.83 | 44.41 | 17.28 | 9.69 | 220 | 72.3 | 52.69 | |
| RIS-DMMIVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 63.89 | 44.3 | 19.81 | 6.49 | 100 | 68.58 | 52.15 | |
| BarLeRIaTuning Strategy=Parameter-Efficient Tuning Adapter-based2026.06 | 62.5 | — | 30.41 | — | 3.71 | 70.45 | 55.02 | |
| AuroraTuning Strategy=Parameter-Efficient Tuning Adapter-based2026.06 | 59.96 | — | 27.5 | — | 2.31 | 72.25 | 53.59 | |
| LAVTVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 51.84 | 30.27 | 17.34 | 9.52 | 209 | 71.86 | 47.4 | |
| CMPC+Tuning Strategy=Traditional Full Fine-tuning2026.06 | 51.27 | — | 29.54 | — | 3.27 | 68.23 | 54.21 | |
| robust-ref-segVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 50.25 | 28.01 | 17.83 | 9.19 | 248 | 71.13 | 47.12 | |
| LGCEVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 50.19 | 28.62 | 17.17 | 9.36 | 215 | 71.59 | 46.57 | |
| CARISVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 45.4 | 27.19 | 15.08 | 7.87 | 198 | 69.74 | 42.66 | |
| ETRISTuning Strategy=Parameter-Efficient Tuning Adapter-based2026.06 | 45.11 | — | 24.22 | — | 1.02 | 68.71 | 45.87 | |
| RMSINVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 42.32 | 25.87 | 14.2 | 6.77 | 127 | 68.31 | 42.63 | |
| CrossVLTVisual Encoder=Swin-B, Text Encoder=BERT2026.01 | 41.94 | 25.43 | 15.19 | 3.71 | 176 | 69.73 | 42.81 | |
| BKINetVisual Encoder=ResNet-101, Text Encoder=CLIP2026.01 | 36.12 | 20.62 | 15.22 | 6.26 | 133 | 63.37 | 40.41 | |
| ETRISVisual Encoder=ResNet-101, Text Encoder=CLIP2026.01 | 35.77 | 23 | 13.98 | 6.44 | 110 | 65.96 | 43.11 | |
| CRISVisual Encoder=ResNet-101, Text Encoder=CLIP2026.01 | 35.77 | 24.11 | 14.36 | 6.38 | 121 | 65.87 | 43.26 | |
| LSCMVisual Encoder=ResNet-101, Text Encoder=LSTM2026.01 | 31.54 | 20.41 | 9.51 | 5.29 | 84 | 61.27 | 35.54 | |
| RRNTuning Strategy=Traditional Full Fine-tuning2026.06 | 31.21 | — | 15.3 | — | 1.1 | 66.12 | 43.34 | |
| RRNVisual Encoder=ResNet-101, Text Encoder=LSTM2026.01 | 30.26 | 23.01 | 14.87 | 7.17 | 98 | 65.06 | 41.88 | |
| MAttNetVisual Encoder=ResNet-101, Text Encoder=LSTM2026.01 | 28.79 | 22.51 | 11.32 | 3.62 | 79 | 64.28 | 33.42 | |
| CMSATuning Strategy=Traditional Full Fine-tuning2026.06 | 28.07 | — | 12.71 | — | 0.83 | 64.53 | 41.47 | |
| CMPCTuning Strategy=Traditional Full Fine-tuning2026.06 | 26.57 | — | 11.26 | — | 0.88 | 61.25 | 33.57 | |
| CMSAVisual Encoder=ResNet-101, Text Encoder=None2026.01 | 26.14 | 18.52 | 10.66 | 4.71 | 69 | 62.11 | 38.72 | |
| BRINetVisual Encoder=ResNet-101, Text Encoder=LSTM2026.01 | 20.72 | 14.26 | 9.87 | 2.98 | 114 | 58.22 | 31.51 |