Instance Segmentation on ADE20K 10% labeled data (val)
16.7maskAPCAST (student refinement)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CAST (student refinement)Data Regime=Labeled only, Model Stage=Student Distillation, Parameters=52M2025.05 | 16.7 | 28 | |
| SSKD (student refinement)Data Regime=Labeled only, Training Stage=Student Distillation, Parameters=52M2026.04 | 16.7 | 28 | |
| CAST (knowledge transfer)Data Regime=Labeled+Unlabeled, Model Stage=Student Distillation, Parameters=52M2025.05 | 16.1 | 27.4 | |
| SSKD (knowledge transfer)Data Regime=Labeled+Unlabeled, Training Stage=Student Distillation, Parameters=52M2026.04 | 16.1 | 27.4 | |
| CAST (teacher adaptation)Data Regime=Labeled+Unlabeled, Model Stage=Teacher Adaptation, Parameters=568M2025.05 | 15.2 | 24.5 | |
| SSKD (Teacher Adaptation)Data Regime=Labeled+Unlabeled, Training Stage=Teacher Adaptation, Parameters=568M2026.04 | 15.2 | 24.5 | |
| Unbiased Teacher*Data Regime=Labeled+Unlabeled, Model Stage=Teacher Adaptation, Parameters=568M2025.05 | 14.8 | 23.7 | |
| Unbiased Teacher*Data Regime=Labeled+Unlabeled, Training Stage=Teacher Adaptation, Parameters=568M2026.04 | 14.8 | 23.7 | |
| Self-training*Data Regime=Labeled+Unlabeled, Model Stage=Teacher Adaptation, Parameters=568M2025.05 | 14.6 | 23.6 | |
| Self-training*Data Regime=Labeled+Unlabeled, Training Stage=Teacher Adaptation, Parameters=568M2026.04 | 14.6 | 23.6 | |
| Supervised fine-tuningData Regime=Labeled only, Model Stage=Teacher Adaptation, Parameters=568M2025.05 | 14.2 | 23.5 | |
| Guided dist.Data Regime=Labeled+Unlabeled, Model Stage=Student Distillation, Parameters=52M2025.05 | 14.2 | 23.8 | |
| Supervised fine-tuningData Regime=Labeled only, Training Stage=Teacher Adaptation, Parameters=568M2026.04 | 14.2 | 23.5 | |
| Guided dist.Data Regime=Labeled+Unlabeled, Training Stage=Student Distillation, Parameters=52M2026.04 | 14.2 | 23.8 | |
| Supervised fine-tuningData Regime=Labeled only, Model Stage=Student Distillation, Parameters=52M2025.05 | 13.9 | 24.2 | |
| Supervised fine-tuningData Regime=Labeled only, Training Stage=Student Distillation, Parameters=52M2026.04 | 13.9 | 24.2 | |
| PAISData Regime=Labeled+Unlabeled, Model Stage=Student Distillation, Parameters=52M2025.05 | 10.3 | 18.3 | |
| PAISData Regime=Labeled+Unlabeled, Training Stage=Student Distillation, Parameters=52M2026.04 | 10.3 | 18.3 | |
| Zero-shot VFMData Regime=None (pretrained), Model Stage=Teacher Adaptation, Parameters=568M2025.05 | 8.1 | 18.2 | |
| Zero-shot VFMData Regime=None (pretrained), Training Stage=Teacher Adaptation, Parameters=568M2026.04 | 8.1 | 18.2 | |
| Vemulapalli et al.*Data Regime=Unlabeled only, Model Stage=Student Distillation, Parameters=52M2025.05 | 5.1 | 9.3 | |
| Vemulapalli et al.*Data Regime=Unlabeled only, Training Stage=Student Distillation, Parameters=52M2026.04 | 5.1 | 9.3 |