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ResearchFormerly WizWand

Personalized Object Detection on POD 5-shot (mAP)

45.9mAPMOCHA (AuXFT)
23.85229.57635.341.024Sep 17, 2025
Updated 4mo ago

Evaluation results

MethodLinks
MOCHA (AuXFT)Teacher=LLaVa (ui), Supervision=MOCHA (AuXFT), Student=YOLOv8n2025.0945.9
MOCHA (COCO)Teacher=LLaVa (ui), Supervision=MOCHA (COCO), Student=YOLOv8n2025.0938.9
AuXFTTeacher=DINO, Supervision=AuXFT, Student=YOLOv8n2025.0938.8
MOCHA (visual)Teacher=CLIP (zV,i), Supervision=MOCHA (visual), Student=YOLOv8n2025.0937.5
MOCHA (text)Teacher=LLaVa (hi), Supervision=MOCHA (text), Student=YOLOv8n2025.0933.7
ViLDTeacher=CLIP (zV,i), Supervision=ViLD, Student=YOLOv8n2025.0933.3
GLIPTeacher=LLaVa (ui), Supervision=GLIP, Student=YOLOv8n2025.0932.7
KL div. + MSETeacher=LLaVa (ui), Supervision=KL div. + MSE, Student=YOLOv8n2025.0930.5
YOLOv8n BaselineTeacher=None, Supervision=None, Student=YOLOv8n2025.0930.4
SKDFTeacher=LLaVa (ui), Supervision=SKDF, Student=YOLOv8n2025.0928.4
OFATeacher=LLaVa (ui), Supervision=OFA, Student=YOLOv8n2025.0928
KL div.Teacher=LLaVa (ui), Supervision=KL div., Student=YOLOv8n2025.0927.8
DRKDTeacher=LLaVa (ui), Supervision=DRKD, Student=YOLOv8n2025.0924.7