Personalized Object Detection on POD 1-shot
67.8AccuracyLLaVa + CLIP + PCA (512)
Evaluation results
| Method | Links | |
|---|---|---|
| LLaVa + CLIP + PCA (512)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 67.8 | |
| LLaVa (hi) + CLIP (zV,i)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 66.4 | |
| CLIP (zV,i)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 64.5 | |
| LLaVa (hi)Model Category=Teacher Upper Bound (Frozen VLM features), Ground-Truth Boxes=No2025.09 | 58.8 | |
| MOCHA (YOLOv8n)Model Category=Student (Efficient Edge Deployment), Ground-Truth Boxes=No2025.09 | 36.3 |