Referring Expression Segmentation on RefCOCO+ UMD (testA)
63.74Overall IoULearning to Label
Evaluation Results
| Method | Links | |
|---|---|---|
| Learning to LabelLabel Budget=10%2026.05 | 63.74 | |
| Learning to LabelLabel Budget=5%2026.05 | 63.6 | |
| Baseline (w/ MLLM)Label Budget=10%2026.05 | 62.77 | |
| Baseline (w/ MLLM)Label Budget=5%2026.05 | 62.52 | |
| Learning to LabelLabel Budget=1%2026.05 | 62.05 | |
| Learning to LabelLabel Budget=0.1%2026.05 | 61.45 | |
| Baseline (w/ MLLM)Label Budget=1%2026.05 | 60.41 | |
| Baseline (w/ MLLM)Label Budget=0.1%2026.05 | 60.35 | |
| Baseline (w/o MLLM)Label Budget=10%2026.05 | 57.96 | |
| SemiRESLabel Budget=5%2026.05 | 54.52 | |
| Baseline (w/o MLLM)Label Budget=5%2026.05 | 52.67 | |
| RESMatchLabel Budget=10%2026.05 | 51.22 | |
| FixmatchLabel Budget=10%2026.05 | 47.81 | |
| CCVCLabel Budget=10%2026.05 | 45.24 | |
| RESMatchLabel Budget=5%2026.05 | 44.66 | |
| SupervisedLabel Budget=10%2026.05 | 44.48 | |
| FixmatchLabel Budget=5%2026.05 | 43.34 | |
| SemiRESLabel Budget=1%2026.05 | 42.86 | |
| CCVCLabel Budget=5%2026.05 | 41.37 | |
| Baseline (w/o MLLM)Label Budget=1%2026.05 | 40.44 | |
| SupervisedLabel Budget=5%2026.05 | 39.87 | |
| AugSegLabel Budget=10%2026.05 | 38.48 | |
| AugSegLabel Budget=5%2026.05 | 36.68 | |
| RESMatchLabel Budget=1%2026.05 | 35.72 | |
| FixmatchLabel Budget=1%2026.05 | 33.47 | |
| CCVCLabel Budget=1%2026.05 | 32.44 | |
| SupervisedLabel Budget=1%2026.05 | 28.53 | |
| AugSegLabel Budget=1%2026.05 | 25.35 | |
| Baseline (w/o MLLM)Label Budget=0.1%2026.05 | 24.08 | |
| RESMatchLabel Budget=0.1%2026.05 | 23.54 | |
| FixmatchLabel Budget=0.1%2026.05 | 19.72 | |
| SupervisedLabel Budget=0.1%2026.05 | 19.28 | |
| CCVCLabel Budget=0.1%2026.05 | 15.3 | |
| AugSegLabel Budget=0.1%2026.05 | 10.13 |