TRACE: Your Diffusion Model is Secretly an Instance Edge Detector

ICLROral2026

Authors: Sanghyun Jo, Ziseok Lee, Wooyeol Lee, Jonghyun Choi, Jaesik Park, Kyungsu Kim
Affiliation: OGQ
Venue: ICLR 2026
Track: Oral

TL;DR

TRACE turns pretrained diffusion models into annotation-free instance edge generators for instance and panoptic segmentation.

Opening excerpt from the authors’ abstract. source

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OpenReview

Topics

segmentation diffusion

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