Referring Expression Segmentation on RefCOCO UMD (test A)
71.53Overall IoULearning to Label
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Learning to LabelLabel Budget=10%2026.05 | 71.53 | — | — | |
| Learning to LabelLabel Budget=5%2026.05 | 71.46 | — | — | |
| Baseline (w/ MLLM)Label Budget=10%2026.05 | 69.85 | — | — | |
| Baseline (w/ MLLM)Label Budget=5%2026.05 | 69.65 | — | — | |
| Learning to LabelLabel Budget=1%2026.05 | 68.93 | — | — | |
| Learning to LabelLabel Budget=0.1%2026.05 | 68.53 | — | — | |
| Baseline (w/ MLLM)Label Budget=1%2026.05 | 68.41 | — | — | |
| Baseline (w/ MLLM)Label Budget=0.1%2026.05 | 68.02 | — | — | |
| Baseline (w/o MLLM)Label Budget=10%2026.05 | 67.02 | — | — | |
| SemiRESLabel Budget=5%2026.05 | 66.64 | — | — | |
| Baseline (w/o MLLM)Label Budget=5%2026.05 | 64.24 | — | — | |
| RESMatchLabel Budget=10%2026.05 | 62.56 | — | — | |
| FixmatchLabel Budget=10%2026.05 | 57.91 | — | — | |
| SemiRESLabel Budget=1%2026.05 | 57.54 | — | — | |
| RESMatchLabel Budget=5%2026.05 | 56.91 | — | — | |
| CCVCLabel Budget=10%2026.05 | 56.48 | — | — | |
| SupervisedLabel Budget=10%2026.05 | 55.35 | — | — | |
| FixmatchLabel Budget=5%2026.05 | 52.81 | — | — | |
| Baseline (w/o MLLM)Label Budget=1%2026.05 | 51.51 | — | — | |
| CCVCLabel Budget=5%2026.05 | 49.92 | — | — | |
| SupervisedLabel Budget=5%2026.05 | 48.16 | — | — | |
| RESMatchLabel Budget=1%2026.05 | 42.32 | — | — | |
| FixmatchLabel Budget=1%2026.05 | 38.46 | — | — | |
| AugSegLabel Budget=5%2026.05 | 34.81 | — | — | |
| AugSegLabel Budget=10%2026.05 | 32.45 | — | — | |
| CCVCLabel Budget=1%2026.05 | 32.23 | — | — | |
| SupervisedLabel Budget=1%2026.05 | 31.32 | — | — | |
| AugSegLabel Budget=1%2026.05 | 26.23 | — | — | |
| Baseline (w/o MLLM)Label Budget=0.1%2026.05 | 24.42 | — | — | |
| RESMatchLabel Budget=0.1%2026.05 | 22.47 | — | — | |
| FixmatchLabel Budget=0.1%2026.05 | 21.05 | — | — | |
| SupervisedLabel Budget=0.1%2026.05 | 19.22 | — | — | |
| CCVCLabel Budget=0.1%2026.05 | 16.32 | — | — | |
| AugSegLabel Budget=0.1%2026.05 | 5.79 | — | — | |
| BKINet2026.03 | — | 76.4 | — | |
| C3VG2026.03 | — | — | 82.9 | |
| CGFormer2026.03 | — | 77.3 | — | |
| CRIS2026.03 | — | 71.5 | — | |
| DMMI2026.03 | — | 77.1 | — | |
| EEVG2026.03 | — | — | 79.6 | |
| GenMask2026.03 | — | 83.3 | 83.7 | |
| GLaMM2026.03 | — | 83.2 | — | |
| GSVA2026.03 | — | 80.4 | — | |
| LAVT2026.03 | — | 75.8 | — | |
| LISA2026.03 | — | 79.1 | — | |
| LQMFormer2026.03 | — | 76.8 | — | |
| MagNet2026.03 | — | 78.2 | — | |
| MAGNET2026.03 | — | 78.3 | — | |
| OneRef-B2026.03 | — | — | 81.9 | |
| PixelLM2026.03 | — | 76.5 | — | |
| PolyFormer-L2026.03 | — | 78.3 | — | |
| PromptRIS2026.03 | — | — | 81.2 | |
| PSALM2026.03 | — | 78.1 | — | |
| ReLA2026.03 | — | 76.5 | — | |
| ReMamber2026.03 | — | 76.7 | — | |
| RISCLIP2026.03 | — | 76.5 | — | |
| SADLR2026.03 | — | 76.3 | — | |
| SLViT2026.03 | — | 76.9 | — | |
| u-LLaVA2026.03 | — | 82.7 | — | |
| UNINEXT-L2026.03 | — | 82.6 | — | |
| VLT2026.03 | — | 76 | — |