Abstract: Open-vocabulary object detection (OVD) is a significant task identifying objects from categories not included in the training set. Our comprehensive analysis reveals two main issues with ...

A scalable pipeline for composing high-quality synthetic object segments into richly annotated images for object detection, instance segmentation, and visual grounding. High-resolution images with ...

Abstract: Open-Vocabulary object detection models allow users to freely specify a class vocabulary in natural language at test time, guiding the detection of desired objects. However, vocabularies can ...

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