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ResearchFormerly WizWand

Personalized Object Detection on CORe50 1-shot

60.9mAPMOCHA (AuXFT)
52.99655.04857.159.152Sep 17, 2025
Updated 4mo ago

Evaluation results

MethodLinks
MOCHA (AuXFT)Teacher=LLaVa (ui), Supervision=MOCHA (AuXFT), Student=YOLOv8n2025.0960.9
AuXFTTeacher=DINO, Supervision=AuXFT, Student=YOLOv8n2025.0958.8
GLIPTeacher=LLaVa (ui), Supervision=GLIP, Student=YOLOv8n2025.0958.7
SKDFTeacher=LLaVa (ui), Supervision=SKDF, Student=YOLOv8n2025.0958.4
YOLOv8n BaselineTeacher=None, Supervision=None, Student=YOLOv8n2025.0957.8
DRKDTeacher=LLaVa (ui), Supervision=DRKD, Student=YOLOv8n2025.0957.7
MOCHA (visual)Teacher=CLIP (zV,i), Supervision=MOCHA (visual), Student=YOLOv8n2025.0957.2
MOCHA (text)Teacher=LLaVa (hi), Supervision=MOCHA (text), Student=YOLOv8n2025.0956.2
MOCHA (COCO)Teacher=LLaVa (ui), Supervision=MOCHA (COCO), Student=YOLOv8n2025.0955.8
OFATeacher=LLaVa (ui), Supervision=OFA, Student=YOLOv8n2025.0955.3
ViLDTeacher=CLIP (zV,i), Supervision=ViLD, Student=YOLOv8n2025.0954.6
KL div.Teacher=LLaVa (ui), Supervision=KL div., Student=YOLOv8n2025.0954.4
KL div. + MSETeacher=LLaVa (ui), Supervision=KL div. + MSE, Student=YOLOv8n2025.0953.3