A training-free attention reweighting method, Reverse Contrast Attention, is claimed to improve referring object detection in 11 of 15 VLMs, but the custom FitAP metric ranks boxes by IoU with ground truth, which makes the evaluation circular.
OvarNet: Towards open- vocabulary object attribute recognition
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Interpretable Open-Vocabulary Referring Object Detection with Reverse Contrast Attention
A training-free attention reweighting method, Reverse Contrast Attention, is claimed to improve referring object detection in 11 of 15 VLMs, but the custom FitAP metric ranks boxes by IoU with ground truth, which makes the evaluation circular.