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ResearchFormerly WizWand

Personalized Object Detection on PerSeg 1-shot

59.1mAPMOCHA (AuXFT)
40.48445.31750.1554.983Sep 17, 2025
Updated 4mo ago

Evaluation results

MethodLinks
MOCHA (AuXFT)Teacher=LLaVa (ui), Supervision=MOCHA (AuXFT), Student=YOLOv8n2025.0959.1
MOCHA (COCO)Teacher=LLaVa (ui), Supervision=MOCHA (COCO), Student=YOLOv8n2025.0955.4
DRKDTeacher=LLaVa (ui), Supervision=DRKD, Student=YOLOv8n2025.0953.5
MOCHA (visual)Teacher=CLIP (zV,i), Supervision=MOCHA (visual), Student=YOLOv8n2025.0953
MOCHA (text)Teacher=LLaVa (hi), Supervision=MOCHA (text), Student=YOLOv8n2025.0952.3
GLIPTeacher=LLaVa (ui), Supervision=GLIP, Student=YOLOv8n2025.0952.1
KL div. + MSETeacher=LLaVa (ui), Supervision=KL div. + MSE, Student=YOLOv8n2025.0950.1
AuXFTTeacher=DINO, Supervision=AuXFT, Student=YOLOv8n2025.0948.8
OFATeacher=LLaVa (ui), Supervision=OFA, Student=YOLOv8n2025.0947.2
SKDFTeacher=LLaVa (ui), Supervision=SKDF, Student=YOLOv8n2025.0947
ViLDTeacher=CLIP (zV,i), Supervision=ViLD, Student=YOLOv8n2025.0944.4
KL div.Teacher=LLaVa (ui), Supervision=KL div., Student=YOLOv8n2025.0943.7
YOLOv8n BaselineTeacher=None, Supervision=None, Student=YOLOv8n2025.0941.2