SPK Framework for Out-of-Distribution Object Detection
August 18, 2026
The Structured Prior Knowledge (SPK) framework mitigates object detector hallucinations by explicitly decoding latent priors from pretrained representations. This approach enables more reliable real-time out-of-distribution (OoD) detection without requiring modifications to the base detector architecture.
HOW THIS AFFECTS YOU
●
researcherYou can leverage decoded latent priors to improve hallucination detection in pretrained vision models.