Image editors built on diffusion transformers (DiTs), such as Flux Kontext, make it possible to turn a single photograph into a convincing manipulated image, including harmful and non-consensual edits. Proactive defenses aim to prevent such manipulations by adding an imperceptible perturbation before an image is shared...
Salma Abdel Magid, Sanghyuk Chun, Eric Slyman et al.· 0 citations
ViTAL-X, a lightweight model that equips frozen image-text backbones with temporal awareness while preserving their foundational spatial knowledge, achieves state-of-the-art performance and demonstrates that targeted, high-quality temporal alignment provides a highly efficient alternative to pure scaling.
V. SethuramanT., Savya Khosla, O. Susladkar et al.· 0 citations
This work proposes a text-conditioned transformation of visual embeddings that makes such attributes explicitly accessible and provides a unified and efficient framework for controlling embedding spaces, demonstrating state-of-the-art performance across both attribute-based retrieval and multi-attribute organization ta...
Joseph Fioresi, Fabian Caba Heilbron, Pankaj Nathani et al.· arXiv.org· 0 citations
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