OSR-ViT: A Simple and Modular Framework for Open-Set Object Detection and Discovery

arXiv:2404.10865v1 Announce Type: new
Abstract: An object detector's ability to detect and flag \textit{novel} objects during open-world deployments is critical for many real-world applications. Unfortunately, much of the work in open object detection today is disjointed and fails to adequately address applications that prioritize unknown object recall \textit{in addition to} known-class accuracy. To close this gap, we present a new task called Open-Set Object Detection and Discovery (OSODD) and as a solution propose the Open-Set Regions with ViT features (OSR-ViT) …

abstract applications arxiv cs.cv deployments detection discovery framework modular novel object objects open-world recall set simple type vit work world