Referring Expression Segmentation on RefCOCOg UMD (test-u)
71.06mIoUSAFARI
Evaluation Results
| Method | Links | |
|---|---|---|
| SAFARILabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Fully Supervised, Extra Training Data=true2024.07 | 71.06 | |
| PolyFormerLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Fully Supervised, Extra Training Data=true2024.07 | 69.88 | |
| SAFARILabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Fully Supervised2024.07 | 62.74 | |
| Learning to LabelLabel Budget=10%2026.05 | 62.66 | |
| Baseline (w/ MLLM)Label Budget=10%2026.05 | 61.51 | |
| Learning to LabelLabel Budget=5%2026.05 | 61.11 | |
| Baseline (w/ MLLM)Label Budget=5%2026.05 | 59.84 | |
| VLTLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.07 | 56.65 | |
| Learning to LabelLabel Budget=1%2026.05 | 56 | |
| SAFARILabel-Rate Mask=30%, Label-Rate BBox=30%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 55.83 | |
| SeqTRLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.07 | 55.64 | |
| Partial-RESLabel-Rate Mask=30%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 54.81 | |
| SAFARILabel-Rate Mask=20%, Label-Rate BBox=20%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 54.61 | |
| LTSLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.07 | 54.25 | |
| Partial-RESLabel-Rate Mask=20%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 54.02 | |
| Baseline (w/ MLLM)Label Budget=1%2026.05 | 53.41 | |
| SAFARILabel-Rate Mask=10%, Label-Rate BBox=10%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 52.94 | |
| Learning to LabelLabel Budget=0.1%2026.05 | 52.8 | |
| Partial-RESLabel-Rate Mask=10%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 52.68 | |
| Baseline (w/ MLLM)Label Budget=0.1%2026.05 | 51.87 | |
| Baseline (w/o MLLM)Label Budget=10%2026.05 | 50.81 | |
| SemiRESLabel Budget=5%2026.05 | 50.11 | |
| Baseline (w/o MLLM)Label Budget=5%2026.05 | 48.24 | |
| RESMatchLabel Budget=10%2026.05 | 47.39 | |
| FixmatchLabel Budget=10%2026.05 | 46.78 | |
| CCVCLabel Budget=10%2026.05 | 43.49 | |
| SupervisedLabel Budget=10%2026.05 | 41.58 | |
| RESMatchLabel Budget=5%2026.05 | 41.42 | |
| FixmatchLabel Budget=5%2026.05 | 40.98 | |
| CCVCLabel Budget=5%2026.05 | 39.23 | |
| AugSegLabel Budget=10%2026.05 | 38.28 | |
| SupervisedLabel Budget=5%2026.05 | 36.5 | |
| SemiRESLabel Budget=1%2026.05 | 36.18 | |
| Baseline (w/o MLLM)Label Budget=1%2026.05 | 35.87 | |
| AugSegLabel Budget=5%2026.05 | 35.31 | |
| FixmatchLabel Budget=1%2026.05 | 33.58 | |
| RESMatchLabel Budget=1%2026.05 | 33.21 | |
| CCVCLabel Budget=1%2026.05 | 30.57 | |
| SupervisedLabel Budget=1%2026.05 | 26.92 | |
| AugSegLabel Budget=1%2026.05 | 24.71 | |
| Baseline (w/o MLLM)Label Budget=0.1%2026.05 | 22.32 | |
| FixmatchLabel Budget=0.1%2026.05 | 21.12 | |
| RESMatchLabel Budget=0.1%2026.05 | 20.91 | |
| SupervisedLabel Budget=0.1%2026.05 | 17.14 | |
| CCVCLabel Budget=0.1%2026.05 | 11.7 | |
| AugSegLabel Budget=0.1%2026.05 | 0.94 |