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Slapping a simple, training-free module onto your object detector can dramatically cut down on false positives in fixed-camera scenarios, without sacrificing speed.
VLMs, despite their prowess, struggle with a seemingly simple task: reading analog clocks in real-world images, a gap this work closes with a new dataset and fine-tuning method.
