ppriyank/CSCI-CC-ReID

Colors See Colors Ignore: Clothes Changing ReID with Color Disentanglement (ICCV-25 🥳)

Clothes-Changing Re-Identification (CC-ReID) aims to recognize individuals across different locations and times, irrespective of clothing. Our appporach "Colors See Colors Ignore (CSCI)" uses colors (lightweight, annotation-free) derived from RGB input to learn clothes robust embeddings. CSCI efficiently captures color-related appearance bias ('Color See') while disentangling it from identity-relevant ReID features ('Color Ignore'), all within 1 tranformer, with a novel self-attention prevent information leak between color and identity cues within the feature space.

• Project Page: https://ucf-crcv.github.io/ReID/CSCI/
• GitHub Code : https://github.com/ppriyank/ICCV-CSCI-Person-ReID
• Arxiv : https://arxiv.org/abs/2507.07230
• Paper :