Referring Expression Segmentation on RefCOCOg UMD split (val)
90.9cIoUEmpirical Upper Bound
Evaluation results
| Method | Links | |
|---|---|---|
| Empirical Upper BoundTraining regime=Oracle reference2026.05 | 90.9 | |
| SAM4MLLMTraining regime=Supervised Fine-tuning2026.05 | 74.5 | |
| PinPoint_msmTraining regime=Training-Free2026.05 | 73.6 | |
| PinPoint_multTraining regime=Training-Free2026.05 | 72.3 | |
| PixelLM-7BTraining regime=Supervised Fine-tuning2026.05 | 69.3 | |
| LISA-7BTraining regime=Supervised Fine-tuning2026.05 | 67.9 | |
| VISA-7BTraining regime=Supervised Fine-tuning2026.05 | 65.5 |