Remote Sensing Referring Expression Comprehension (RSREC) on RISBench (test)
78.06Precision @ 0.5ProVG
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ProVGCategory=Multi-task methods2026.04 | 78.06 | 74.29 | 68.69 | 58.57 | 38.23 | 75.69 | 70.82 | — | |
| LQVGCategory=REC methods2026.04 | 75.26 | 71.31 | 66.17 | 57.33 | 38.79 | 67.09 | 67.93 | — | |
| FIANetCategory=RES methods2026.04 | 73.3 | 68.77 | 63.12 | 52.99 | 33.72 | 71.32 | 66.84 | — | |
| RMISNCategory=RES methods2026.04 | 72.97 | 68.64 | 62.72 | 52.39 | 32.65 | 70.11 | 66.9 | — | |
| LPVACategory=REC methods2026.04 | 72.91 | 68.47 | 64.88 | 55.02 | 36.41 | 64.52 | 65.97 | — | |
| LAVT-RISCategory=RES methods2026.04 | 69.96 | 65.55 | 59.6 | 50.45 | 32.71 | 72.88 | 65.93 | — | |
| LAVT-RSCategory=RES methods2026.04 | 69.48 | 66.31 | 60.02 | 50.63 | 32.94 | 73.06 | 65.98 | — | |
| QRNetCategory=REC methods2026.04 | 69.35 | 66.51 | 62.08 | 52.43 | 35.29 | 62.03 | 59.84 | — | |
| EEVGCategory=Multi-task methods2026.04 | 68.48 | 60.11 | 48.99 | 33.16 | 12.52 | 70.7 | 58.97 | — | |
| VLTVGCategory=REC methods2026.04 | 68.16 | 66.17 | 61.54 | 52.4 | 35 | 61.6 | 59.39 | — | |
| LGCECategory=RES methods2026.04 | 68.03 | 64.97 | 57.28 | 51.64 | 30.16 | 72.91 | 64.8 | — | |
| MGVLFCategory=REC methods2026.04 | 67.84 | 65.92 | 61.03 | 52.11 | 34.67 | 61.38 | 59.21 | — | |
| RefSegformerCategory=RES methods2026.04 | 65.73 | 61.16 | 55.14 | 45.89 | 29 | 68.89 | 60.51 | — | |
| RSVG-ZeroOVCategory=VLM methods, Original paper result=true2026.04 | 38.9 | 31.93 | 24.93 | 18.66 | 8.78 | 34.3 | 38.87 | — | |
| RSVG-ZeroOVSupervision=Z-S, w/ Refine=true2026.06 | 38.9 | — | 24.93 | — | — | 34.3 | 38.87 | 50.77 | |
| VLM (Baseline)Supervision=Z-S, w/ Refine=true2026.06 | 38.09 | — | 26.57 | — | — | 30.68 | 37.74 | 49.07 | |
| VLM (Baseline)Supervision=Z-S2026.06 | 35.08 | — | 20.26 | — | — | 30.15 | 34.6 | 48.62 | |
| RSVG-ZeroOVSupervision=Z-S2026.06 | 35.08 | — | 19.03 | — | — | 34.37 | 36.2 | 50.17 | |
| RefTRCategory=Multi-task methods2026.04 | 34.38 | 29.39 | 21.04 | 11.7 | 2.15 | 45.8 | 32.16 | — | |
| TransCPCategory=REC methods2026.04 | 29.87 | 22.14 | 14.92 | 6.08 | 1.27 | 42.29 | 33.93 | — | |
| QueryMatchSupervision=W-S2026.06 | 27.74 | — | 23.32 | — | — | 15.86 | 26.72 | 31.79 | |
| OV-VGSupervision=Z-S, w/ Refine=true2026.06 | 22.4 | — | 18.5 | — | — | 15.5 | 22.85 | 26.9 | |
| OV-VGSupervision=Z-S2026.06 | 22.16 | — | 18.31 | — | — | 15.64 | 22.65 | 26.83 | |
| DiffPNG (w/ VLM)Supervision=Z-S, Cross-attention=VLM2026.06 | 21.54 | — | 11.62 | — | — | 23.58 | 26.18 | 34.6 | |
| GroundVLPSupervision=Z-S, w/ Refine=true2026.06 | 19.91 | — | 16.37 | — | — | 16.17 | 19.19 | 23.13 | |
| GroundVLPSupervision=Z-S2026.06 | 19.9 | — | 17.15 | — | — | 16.46 | 19.76 | 23.13 | |
| DiffSegmenter (w/ VLM)Supervision=Z-S, Cross-attention=VLM, w/ Refine=true2026.06 | 16.74 | — | 9.47 | — | — | 17.91 | 22.01 | 26.74 | |
| DiffSegmenter (w/ VLM)Supervision=Z-S, Cross-attention=VLM2026.06 | 15.93 | — | 7.98 | — | — | 19.03 | 21.61 | 27.17 | |
| DiffPNG (w/ VLM)Supervision=Z-S, Cross-attention=VLM, w/ Refine=true2026.06 | 12.19 | — | 6 | — | — | 17.4 | 17.16 | 22.07 | |
| TRISSupervision=W-S2026.06 | 8.89 | — | 2.86 | — | — | 15.74 | 14.63 | 19.27 | |
| DiffPNGSupervision=Z-S2026.06 | 6.03 | — | 2.72 | — | — | 9.01 | 11.1 | 12.14 | |
| DiffPNGSupervision=Z-S, w/ Refine=true2026.06 | 3.76 | — | 1.38 | — | — | 8.66 | 8.43 | 9.34 | |
| DiffSegmenterSupervision=Z-S, w/ Refine=true2026.06 | 1.99 | — | 0.45 | — | — | 6.96 | 7.11 | 6.05 | |
| DiffSegmenterSupervision=Z-S2026.06 | 1.87 | — | 0.4 | — | — | 7 | 7.14 | 6.03 | |
| SAGSupervision=W-S2026.06 | 1.78 | — | 0.33 | — | — | 7.1 | 7.12 | 5.83 |