Personalized Object Detection on POD 5-shot (mAP)
45.9mAPMOCHA (AuXFT)
Evaluation Results
| Method | Links | |
|---|---|---|
| MOCHA (AuXFT)Teacher=LLaVa (ui), Supervision=MOCHA (AuXFT), Student=YOLOv8n2025.09 | 45.9 | |
| MOCHA (COCO)Teacher=LLaVa (ui), Supervision=MOCHA (COCO), Student=YOLOv8n2025.09 | 38.9 | |
| AuXFTTeacher=DINO, Supervision=AuXFT, Student=YOLOv8n2025.09 | 38.8 | |
| MOCHA (visual)Teacher=CLIP (zV,i), Supervision=MOCHA (visual), Student=YOLOv8n2025.09 | 37.5 | |
| MOCHA (text)Teacher=LLaVa (hi), Supervision=MOCHA (text), Student=YOLOv8n2025.09 | 33.7 | |
| ViLDTeacher=CLIP (zV,i), Supervision=ViLD, Student=YOLOv8n2025.09 | 33.3 | |
| GLIPTeacher=LLaVa (ui), Supervision=GLIP, Student=YOLOv8n2025.09 | 32.7 | |
| KL div. + MSETeacher=LLaVa (ui), Supervision=KL div. + MSE, Student=YOLOv8n2025.09 | 30.5 | |
| YOLOv8n BaselineTeacher=None, Supervision=None, Student=YOLOv8n2025.09 | 30.4 | |
| SKDFTeacher=LLaVa (ui), Supervision=SKDF, Student=YOLOv8n2025.09 | 28.4 | |
| OFATeacher=LLaVa (ui), Supervision=OFA, Student=YOLOv8n2025.09 | 28 | |
| KL div.Teacher=LLaVa (ui), Supervision=KL div., Student=YOLOv8n2025.09 | 27.8 | |
| DRKDTeacher=LLaVa (ui), Supervision=DRKD, Student=YOLOv8n2025.09 | 24.7 |