FMG-Det adds an offline SAM plus CLIP box-correction stage and a learned noisy/corrected box interpolation to MIL-based detection, sharply reducing accuracy loss under heavy bounding-box noise on VOC and COCO, including few-shot settings.
Microsoft coco: Common objects in context,
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FMG-Det: Foundation Model Guided Robust Object Detection
FMG-Det adds an offline SAM plus CLIP box-correction stage and a learned noisy/corrected box interpolation to MIL-based detection, sharply reducing accuracy loss under heavy bounding-box noise on VOC and COCO, including few-shot settings.