Author

Seoung Wug Oh

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#large language models Preprint Sep 2026

ViTAL-X: Video-Text Alignment with Cross-Modal Temporal Edits

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

Jul 2026

Unified Video Dense Prediction from Disjoint Data

UniD is introduced, a unified video model that jointly predicts eight dense scene properties-depth, surface normals, semantic segmentation, boundaries, human parts, albedo, shading, and materials-all learned from disjoint, domain-specific datasets.

Yihong Sun, Seoung Wug Oh, Jiahui Huang et al. · arXiv.org · 0 citations