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All SourcesarXiv
#vision–language model

OpenSubject: Leveraging Video-Derived Identity and Diversity Priors for Subject-driven Image Generation and Manipulation

Intermediate
Yexin Liu, Manyuan Zhang et al.Dec 9arXiv

OpenSubject is a giant video-based dataset (2.5M samples, 4.35M images) built to help AI make pictures that keep each person or object looking like themselves, even in busy scenes.

#subject-driven generation#identity fidelity#video-derived dataset

Relational Visual Similarity

Intermediate
Thao Nguyen, Sicheng Mo et al.Dec 8arXiv

Most image-similarity tools only notice how things look (color, shape, class) and miss deeper, human-like connections.

#relational similarity#visual analogy#anonymous captions