NearID: Identity Representation Learning via Near-identity Distractors
arXiv:2604.01973v1 Announce Type: new
Abstract: When evaluating identity-focused tasks such as personalized generation and image editing, existing vision encoders entangle object identity with background context, leading to unreliable representations …