Personalized Segmentation on PerSeg 1-shot
95.1AccuracyCLIP (zV,i)
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP (zV,i)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 95.1 | |
| LLaVa + CLIP + PCA (512)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 94.3 | |
| LLaVa (hi) + CLIP (zV,i)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 94 | |
| LLaVa (hi)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 81.9 | |
| MOCHA (YOLOv8n)Model Category=Student (Efficient Edge Deployment), Ground-Truth Boxes=No2025.09 | 59.1 |