Referring Expression Segmentation on RefCOCOg UMD (val)
69.5mIoULISA
Evaluation Results
| Method | Links | |
|---|---|---|
| LISATraining Mask Dec.=true, Learning Protocol=Supervised Fine-Tuning2025.12 | 69.5 | |
| GETok-SFTTraining Mask Dec.=false, Learning Protocol=Supervised Fine-Tuning2025.12 | 69.4 | |
| PixelLMTraining Mask Dec.=true, Learning Protocol=Supervised Fine-Tuning2025.12 | 69.3 | |
| Qwen2.5-VL-7BTraining Mask Dec.=false, Learning Protocol=Supervised Fine-Tuning2025.12 | 68.1 | |
| GETok-SFT-gridTraining Mask Dec.=false, Learning Protocol=Supervised Fine-Tuning2025.12 | 68 | |
| ReLATraining Mask Dec.=true, Learning Protocol=Supervised Fine-Tuning2025.12 | 65 | |
| SAFARILabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Fully Supervised2024.07 | 62.42 | |
| LAVTTraining Mask Dec.=true, Learning Protocol=Supervised Fine-Tuning2025.12 | 61.2 | |
| Learning to LabelLabel Budget=10%2026.05 | 60.63 | |
| CRISTraining Mask Dec.=true, Learning Protocol=Supervised Fine-Tuning2025.12 | 59.9 | |
| Baseline (w/ MLLM)Label Budget=10%2026.05 | 59.74 | |
| Learning to LabelLabel Budget=5%2026.05 | 59.71 | |
| Baseline (w/ MLLM)Label Budget=5%2026.05 | 57.74 | |
| SAFARILabel-Rate Mask=30%, Label-Rate BBox=30%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 55.72 | |
| SeqTRLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.07 | 55.67 | |
| Partial-RESLabel-Rate Mask=30%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 54.69 | |
| SAFARILabel-Rate Mask=20%, Label-Rate BBox=20%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 54.45 | |
| LTSLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.07 | 54.4 | |
| Partial-RESLabel-Rate Mask=20%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 53.94 | |
| Learning to LabelLabel Budget=1%2026.05 | 53.83 | |
| VLTLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.07 | 52.99 | |
| SAFARILabel-Rate Mask=10%, Label-Rate BBox=10%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 52.91 | |
| Partial-RESLabel-Rate Mask=10%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.07 | 52.73 | |
| Baseline (w/ MLLM)Label Budget=1%2026.05 | 51.97 | |
| Learning to LabelLabel Budget=0.1%2026.05 | 51.01 | |
| Baseline (w/ MLLM)Label Budget=0.1%2026.05 | 50.13 | |
| Baseline (w/o MLLM)Label Budget=10%2026.05 | 49.26 | |
| SemiRESLabel Budget=5%2026.05 | 47.61 | |
| Baseline (w/o MLLM)Label Budget=5%2026.05 | 46.45 | |
| FixmatchLabel Budget=10%2026.05 | 45.5 | |
| RESMatchLabel Budget=10%2026.05 | 45.24 | |
| CCVCLabel Budget=10%2026.05 | 42.5 | |
| SupervisedLabel Budget=10%2026.05 | 40.43 | |
| RESMatchLabel Budget=5%2026.05 | 39.77 | |
| FixmatchLabel Budget=5%2026.05 | 39.55 | |
| CCVCLabel Budget=5%2026.05 | 37.76 | |
| AugSegLabel Budget=10%2026.05 | 37.02 | |
| Baseline (w/o MLLM)Label Budget=1%2026.05 | 34.96 | |
| SemiRESLabel Budget=1%2026.05 | 34.76 | |
| SupervisedLabel Budget=5%2026.05 | 34.58 | |
| AugSegLabel Budget=5%2026.05 | 34.08 | |
| RESMatchLabel Budget=1%2026.05 | 32.18 | |
| FixmatchLabel Budget=1%2026.05 | 31.62 | |
| CCVCLabel Budget=1%2026.05 | 29.35 | |
| SupervisedLabel Budget=1%2026.05 | 26.23 | |
| AugSegLabel Budget=1%2026.05 | 24.07 | |
| Baseline (w/o MLLM)Label Budget=0.1%2026.05 | 21.25 | |
| RESMatchLabel Budget=0.1%2026.05 | 20.97 | |
| FixmatchLabel Budget=0.1%2026.05 | 19.96 | |
| SupervisedLabel Budget=0.1%2026.05 | 16.97 | |
| CCVCLabel Budget=0.1%2026.05 | 11.58 | |
| AugSegLabel Budget=0.1%2026.05 | 1.05 |