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ResearchFormerly WizWand

Personalized Object Detection on CORe50 5-shot

70.6mAPMOCHA (AuXFT)
63.3265.2167.168.99Sep 17, 2025
Updated 4mo ago

Evaluation results

MethodLinks
MOCHA (AuXFT)Teacher=LLaVa (ui), Supervision=MOCHA (AuXFT), Student=YOLOv8n2025.0970.6
AuXFTTeacher=DINO, Supervision=AuXFT, Student=YOLOv8n2025.0969.3
YOLOv8n BaselineTeacher=None, Supervision=None, Student=YOLOv8n2025.0967.3
SKDFTeacher=LLaVa (ui), Supervision=SKDF, Student=YOLOv8n2025.0967.3
MOCHA (visual)Teacher=CLIP (zV,i), Supervision=MOCHA (visual), Student=YOLOv8n2025.0967.2
MOCHA (text)Teacher=LLaVa (hi), Supervision=MOCHA (text), Student=YOLOv8n2025.0967.1
KL div. + MSETeacher=LLaVa (ui), Supervision=KL div. + MSE, Student=YOLOv8n2025.0965.7
MOCHA (COCO)Teacher=LLaVa (ui), Supervision=MOCHA (COCO), Student=YOLOv8n2025.0965.4
KL div.Teacher=LLaVa (ui), Supervision=KL div., Student=YOLOv8n2025.0965.2
ViLDTeacher=CLIP (zV,i), Supervision=ViLD, Student=YOLOv8n2025.0964.9
DRKDTeacher=LLaVa (ui), Supervision=DRKD, Student=YOLOv8n2025.0964.8
GLIPTeacher=LLaVa (ui), Supervision=GLIP, Student=YOLOv8n2025.0964.6
OFATeacher=LLaVa (ui), Supervision=OFA, Student=YOLOv8n2025.0963.6