Remote Sensing Referring Expression Segmentation (RSRES) on RISBench (test)
75.86Object IoU (oIoU)ProVG
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ProVGCategory=Multi-task methods2026.04 | 75.86 | 79.02 | 74.68 | 68.42 | 57.73 | 37.01 | 70.63 | — | |
| CARISVenue=MM’23, Supervision status=Fully-supervised specialists2026.07 | 75.1 | — | — | — | — | — | 65.79 | — | |
| RSRefSeg2Venue=TGRS’26, Supervision status=Fully-supervised specialists2026.07 | 74.77 | — | — | — | — | — | 72.57 | — | |
| FIANetCategory=RES methods2026.04 | 74.49 | 75.73 | 70.65 | 63.85 | 53.27 | 32.13 | 67.74 | — | |
| RMISNCategory=RES methods2026.04 | 74.42 | 76.4 | 71.07 | 53.51 | 52.21 | 30.48 | 67.88 | — | |
| LAVT-RISCategory=RES methods2026.04 | 74.15 | 69.52 | 63.63 | 56.1 | 44.95 | 25.21 | 61.93 | — | |
| LAVTVenue=CVPR’22, Supervision status=Fully-supervised specialists2026.07 | 74.15 | — | — | — | — | — | 61.93 | — | |
| RMSINVenue=CVPR’24, Supervision status=Fully-supervised specialists2026.07 | 74.09 | — | — | — | — | — | 63.07 | — | |
| LAVT-RSCategory=RES methods2026.04 | 74.06 | 69.81 | 64.02 | 55.96 | 45.03 | 25.68 | 62.11 | — | |
| RefSegformerCategory=RES methods2026.04 | 73.89 | 68.16 | 62.83 | 55.16 | 43.6 | 24.32 | 60.83 | — | |
| LGCECategory=RES methods2026.04 | 73.87 | 69.64 | 64.07 | 56.26 | 44.92 | 25.74 | 62.13 | — | |
| CroBIMCategory=RES methods, Original paper result=true2026.04 | 73.61 | 75.75 | 70.34 | 63.12 | 51.12 | 28.45 | 67.32 | — | |
| CroBIMVenue=arXiv’25, Supervision status=Fully-supervised specialists2026.07 | 73.61 | — | — | — | — | — | 67.32 | — | |
| EEVGCategory=Multi-task methods2026.04 | 72.7 | 70.42 | 61.62 | 49.52 | 33.76 | 16.44 | 60.97 | — | |
| CRISVenue=CVPR’22, Supervision status=Fully-supervised specialists2026.07 | 69.11 | — | — | — | — | — | 55.18 | — | |
| GeoSelectVenue=–, Supervision status=Training-free2026.07 | 55.88 | — | — | — | — | — | 55.27 | — | |
| CMPC+Venue=TPAMI’21, Supervision status=Fully-supervised specialists2026.07 | 53.98 | — | — | — | — | — | 46.73 | — | |
| RRNVenue=CVPR’18, Supervision status=Fully-supervised specialists2026.07 | 49.67 | — | — | — | — | — | 43.18 | — | |
| BRINetVenue=CVPR’20, Supervision status=Fully-supervised specialists2026.07 | 48.73 | — | — | — | — | — | 42.91 | — | |
| RSVG-ZeroOVCategory=VLM methods, Original paper result=true2026.04 | 26.35 | 31.03 | 24.43 | 18.61 | 12.48 | 5.49 | 31.84 | — | |
| RSVG-ZeroOVSupervision=Z-S, w/ Refine=true2026.06 | 26.35 | 31.03 | — | 18.61 | — | — | 31.84 | 44.3 | |
| RSVG-ZeroOVVenue=AAAI’26, Supervision status=Training-free2026.07 | 26.35 | — | — | — | — | — | 31.84 | — | |
| SAM3 (sentence prompt)Venue=arXiv’26, Supervision status=Training-free2026.07 | 26.2 | — | — | — | — | — | 21.09 | — | |
| DiffSegmenter (w/ VLM)Supervision=Z-S, Cross-attention=VLM2026.06 | 21.87 | 11.04 | — | 2.5 | — | — | 21.37 | 28.65 | |
| RSVG-ZeroOVSupervision=Z-S2026.06 | 21.75 | 14.74 | — | 3.73 | — | — | 22.69 | 32.71 | |
| VLM (Baseline)Supervision=Z-S, w/ Refine=true2026.06 | 21.3 | 30.38 | — | 18.04 | — | — | 30.45 | 43.03 | |
| TRISSupervision=W-S2026.06 | 16.06 | 4.4 | — | 0.92 | — | — | 11.46 | 14.23 | |
| DiffPNG (w/ VLM)Supervision=Z-S, Cross-attention=VLM2026.06 | 14.45 | 8.73 | — | 1.76 | — | — | 18.49 | 23.5 | |
| DiffSegmenter (w/ VLM)Supervision=Z-S, Cross-attention=VLM, w/ Refine=true2026.06 | 12.87 | 12.02 | — | 6.4 | — | — | 17.65 | 21.39 | |
| DiffPNGSupervision=Z-S2026.06 | 11.79 | 5.79 | — | 1.93 | — | — | 11.85 | 13.44 | |
| QueryMatchSupervision=W-S2026.06 | 10.77 | 26.68 | — | 20.27 | — | — | 24.59 | 31.06 | |
| GroundVLPSupervision=Z-S, w/ Refine=true2026.06 | 10.08 | 15.82 | — | 10.95 | — | — | 15.58 | 20.78 | |
| SAGSupervision=W-S2026.06 | 9.36 | 2.55 | — | 0.35 | — | — | 9.31 | 8.79 | |
| OV-VGSupervision=Z-S, w/ Refine=true2026.06 | 9.2 | 17.75 | — | 12.25 | — | — | 18.16 | 23.67 | |
| DiffPNG (w/ VLM)Supervision=Z-S, Cross-attention=VLM, w/ Refine=true2026.06 | 8.44 | 5.65 | — | 1.6 | — | — | 12.19 | 14.74 | |
| DiffPNGSupervision=Z-S, w/ Refine=true2026.06 | 5.81 | 1.73 | — | 0.76 | — | — | 4.53 | 3.99 | |
| DiffSegmenterSupervision=Z-S, w/ Refine=true2026.06 | 3.79 | 0.73 | — | 0.17 | — | — | 3.88 | 2.65 | |
| DiffSegmenterSupervision=Z-S2026.06 | 3.74 | 0.46 | — | 0.06 | — | — | 4 | 2.44 |