LMM-Det makes a 7B LMM detect objects on COCO at 47.5 AP, above prior LMM-based detectors (38.5 AP) but below specialist detectors (57.3 AP), using pseudo-label distillation and per-category inference.
Honeybee: Locality-enhanced projector for multimodal llm
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LMM-Det: Make Large Multimodal Models Excel in Object Detection
LMM-Det makes a 7B LMM detect objects on COCO at 47.5 AP, above prior LMM-based detectors (38.5 AP) but below specialist detectors (57.3 AP), using pseudo-label distillation and per-category inference.