Referring Segmentation on RISBench (test)
72.57gIoURSRefSeg 2
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RSRefSeg 2Publication=-2025.07 | 72.57 | 74.77 | 79.08 | 75.36 | 70.62 | 62.75 | 48.75 | |
| SegEarth-R2Method Category=MLLM based segmentation2025.12 | 70.5 | — | — | — | — | — | — | |
| CroBIM-ConvNeXtPublication=Arxiv’242025.07 | 69.33 | 73.04 | 77.55 | 72.83 | 66.38 | 55.93 | 34.07 | |
| LSCFPublication=TGRS’252025.07 | 68.53 | 74.88 | 76.08 | 71.29 | 64.96 | 55.13 | 36.73 | |
| CroBIM-SwinPublication=Arxiv’242025.07 | 67.32 | 73.61 | 75.75 | 70.34 | 63.12 | 51.12 | 28.45 | |
| CARISPublication=ACM MM’232025.07 | 65.79 | 75.1 | 73.94 | 68.93 | 62.08 | 50.31 | 29.08 | |
| RIS-DMMIPublication=ICCV’232025.07 | 63.93 | 74.82 | 72.05 | 66.48 | 59.07 | 47.16 | 26.57 | |
| RIS-DMMIPub=CVPR'23, Method Category=Segmentation Specialists2025.12 | 63.9 | — | — | — | — | — | — | |
| RMSINPub=CVPR'24, Method Category=Segmentation Specialists2025.12 | 63.1 | — | — | — | — | — | — | |
| RMSINPublication=CVPR’242025.07 | 63.07 | 74.09 | 71.01 | 65.46 | 57.69 | 45.5 | 25.92 | |
| CrossVLTPublication=TMM’232025.07 | 62.84 | 74.33 | 70.62 | 65.05 | 57.4 | 45.8 | 26.1 | |
| LGCEPublication=TGRS’242025.07 | 62.13 | 73.87 | 69.64 | 64.07 | 56.26 | 44.92 | 25.74 | |
| LAVTPublication=CVPR’222025.07 | 61.93 | 74.15 | 69.4 | 63.66 | 56.1 | 44.95 | 25.21 | |
| LAVTPub=CVPR'22, Method Category=Segmentation Specialists2025.12 | 61.9 | — | — | — | — | — | — | |
| robust-ref-segPublication=TIP’242025.07 | 61.25 | 74.23 | 69.15 | 63.24 | 55.33 | 43.27 | 24.2 | |
| CRISPublication=CVPR’222025.07 | 55.18 | 69.11 | 63.67 | 55.73 | 44.42 | 28.8 | 13.27 | |
| ETRISPublication=ICCV’232025.07 | 53.06 | 67.61 | 60.98 | 51.88 | 39.87 | 24.49 | 11.18 | |
| VisionReasonerProtocol=Zero-shot2025.12 | 51.62 | 46.98 | 54.87 | — | — | — | — | |
| Think2Seg-RS-7BProtocol=Zero-shot, Model Size=7B2025.12 | 47.72 | 44.18 | 50 | — | — | — | — | |
| CMPC+Publication=TPAMI’212025.07 | 46.73 | 53.98 | 58.02 | 49 | 42.53 | 35.26 | 17.88 | |
| CMPC+Pub=TPAMI'21, Method Category=Segmentation Specialists2025.12 | 46.7 | — | — | — | — | — | — | |
| MAttNetPublication=CVPR’182025.07 | 45.71 | 51.24 | 56.83 | 48.02 | 41.75 | 34.18 | 15.26 | |
| CMPCPublication=CVPR’202025.07 | 43.82 | 50.24 | 55.17 | 47.84 | 40.28 | 32.87 | 14.55 | |
| LSCMPublication=ECCV’202025.07 | 43.69 | 50.08 | 55.26 | 47.14 | 40.1 | 33.29 | 13.91 | |
| RRNPublication=CVPR’182025.07 | 43.18 | 49.67 | 55.04 | 47.31 | 39.86 | 32.58 | 13.24 | |
| BRINetPublication=CVPR’202025.07 | 42.91 | 48.73 | 52.87 | 45.39 | 38.64 | 30.79 | 11.86 | |
| Seg-ZeroProtocol=Zero-shot2025.12 | 41.25 | 37.36 | 41.56 | — | — | — | — | |
| Think2Seg-RS-3BProtocol=Zero-shot, Model Size=3B2025.12 | 40.04 | 36.49 | 39.37 | — | — | — | — | |
| Qwen-2.5-VL-7B+SAM2Protocol=Zero-shot, LVLM=Qwen-2.5-VL-7B, Segmenter=SAM22025.12 | 26.3 | 25.76 | 31.15 | — | — | — | — | |
| Qwen-2.5-VL-3B+SAM2Protocol=Zero-shot, LVLM=Qwen-2.5-VL-3B, Segmenter=SAM22025.12 | 15.85 | 12.8 | 15.58 | — | — | — | — | |
| SegEarth-R1Protocol=Zero-shot2025.12 | 15.82 | 16.04 | 13.65 | — | — | — | — |