Remote Sensing Referring Expression Segmentation on RRSIS-D (test)
40.01Pr@0.3RSVG-ZeroOV
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RSVG-ZeroOVSupervision=Zero-shot, Refinement=Yes2026.06 | 40.01 | 27.39 | 13.38 | 28.35 | 22.83 | |
| VLM (Baseline)Supervision=Zero-shot, Refinement=Yes2026.06 | 38.18 | 24.68 | 11 | 25.72 | 20.46 | |
| DiffSegmenterSupervision=Zero-shot, Refinement=Yes, Cross-attention=VLM2026.06 | 32.92 | 19.42 | 9.14 | 23.73 | 18 | |
| RSVG-ZeroOVSupervision=Zero-shot, Refinement=No2026.06 | 30.97 | 12.84 | 2.36 | 21.85 | 18.85 | |
| DiffPNGSupervision=Zero-shot, Refinement=Yes, Cross-attention=VLM2026.06 | 27.03 | 17.64 | 11 | 20.99 | 13.53 | |
| DiffSegmenterSupervision=Zero-shot, Refinement=No, Cross-attention=VLM2026.06 | 24.99 | 9.48 | 1.61 | 19.03 | 15.19 | |
| QueryMatchSupervision=Weakly-supervised2026.06 | 20.97 | 15.54 | 10.62 | 15.73 | 10.73 | |
| OV-VGSupervision=Zero-shot, Refinement=Yes2026.06 | 20.68 | 15.51 | 9.05 | 16.17 | 9.71 | |
| DiffPNGSupervision=Zero-shot, Refinement=Yes, Cross-attention=Original2026.06 | 19.65 | 11.32 | 6.23 | 16.22 | 13.77 | |
| DiffPNGSupervision=Zero-shot, Refinement=No, Cross-attention=VLM2026.06 | 19.25 | 6.78 | 0.95 | 15.49 | 10.55 | |
| GroundVLPSupervision=Zero-shot, Refinement=Yes2026.06 | 18.07 | 13.33 | 7.24 | 13.14 | 11.23 | |
| DiffPNGSupervision=Zero-shot, Refinement=No, Cross-attention=Original2026.06 | 17.7 | 8.27 | 3.02 | 14.86 | 14.71 | |
| TRISSupervision=Weakly-supervised2026.06 | 15.02 | 4.91 | 1.26 | 13.11 | 15.4 | |
| SAGSupervision=Weakly-supervised2026.06 | 11.63 | 4.02 | 0.6 | 11.1 | 11.13 | |
| DiffSegmenterSupervision=Zero-shot, Refinement=Yes, Cross-attention=Original2026.06 | 3.02 | 0.32 | 0.03 | 4.6 | 4.7 | |
| DiffSegmenterSupervision=Zero-shot, Refinement=No, Cross-attention=Original2026.06 | 2.18 | 0.23 | 0 | 4.47 | 4.35 |