Decoupled PROB combines query selection with learnable queries and stops objectness prediction early in the decoder, improving known-object detection in open-world benchmarks.
Unknown-aware object detection: Learning what you don’t know from videos in the wild
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Decoupled PROB: Decoupled Query Initialization Tasks and Objectness-Class Learning for Open World Object Detection
Decoupled PROB combines query selection with learnable queries and stops objectness prediction early in the decoder, improving known-object detection in open-world benchmarks.