Personalized Object Detection on CORe50 1-shot
60.9mAPMOCHA (AuXFT)
Evaluation Results
| Method | Links | |
|---|---|---|
| MOCHA (AuXFT)Teacher=LLaVa (ui), Supervision=MOCHA (AuXFT), Student=YOLOv8n2025.09 | 60.9 | |
| AuXFTTeacher=DINO, Supervision=AuXFT, Student=YOLOv8n2025.09 | 58.8 | |
| GLIPTeacher=LLaVa (ui), Supervision=GLIP, Student=YOLOv8n2025.09 | 58.7 | |
| SKDFTeacher=LLaVa (ui), Supervision=SKDF, Student=YOLOv8n2025.09 | 58.4 | |
| YOLOv8n BaselineTeacher=None, Supervision=None, Student=YOLOv8n2025.09 | 57.8 | |
| DRKDTeacher=LLaVa (ui), Supervision=DRKD, Student=YOLOv8n2025.09 | 57.7 | |
| MOCHA (visual)Teacher=CLIP (zV,i), Supervision=MOCHA (visual), Student=YOLOv8n2025.09 | 57.2 | |
| MOCHA (text)Teacher=LLaVa (hi), Supervision=MOCHA (text), Student=YOLOv8n2025.09 | 56.2 | |
| MOCHA (COCO)Teacher=LLaVa (ui), Supervision=MOCHA (COCO), Student=YOLOv8n2025.09 | 55.8 | |
| OFATeacher=LLaVa (ui), Supervision=OFA, Student=YOLOv8n2025.09 | 55.3 | |
| ViLDTeacher=CLIP (zV,i), Supervision=ViLD, Student=YOLOv8n2025.09 | 54.6 | |
| KL div.Teacher=LLaVa (ui), Supervision=KL div., Student=YOLOv8n2025.09 | 54.4 | |
| KL div. + MSETeacher=LLaVa (ui), Supervision=KL div. + MSE, Student=YOLOv8n2025.09 | 53.3 |