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20242026
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cs.CV2026

Evolution of Video Generative Foundations

Teng Hu, Jiangning Zhang, Hongrui Huang +7

The rapid advancement of Artificial Intelligence Generated Content (AIGC) has revolutionized video generation, enabling systems ranging from proprietary pioneers like OpenAI's Sora…

cs.CV2025

HALO: Human-Aligned End-to-end Image Retargeting with Layered Transformations

Yiran Xu, Siqi Xie, Zhuofang Li +13

Image retargeting aims to change the aspect-ratio of an image while maintaining its content and structure with less visual artifacts. Existing methods still generate many artifacts…

cs.CV2025

Calibrated Multi-Preference Optimization for Aligning Diffusion Models

Kyungmin Lee, Xiaohang Li, Qifei Wang +7

Aligning text-to-image (T2I) diffusion models with preference optimization is valuable for human-annotated datasets, but the heavy cost of manual data collection limits scalability…

cs.CV2025

Multi-subject Open-set Personalization in Video Generation

Tsai-Shien Chen, Aliaksandr Siarohin, Willi Menapace +7

Video personalization methods allow us to synthesize videos with specific concepts such as people, pets, and places. However, existing methods often focus on limited domains, requi…

cs.CV2024

DynamicScaler: Seamless and Scalable Video Generation for Panoramic Scenes

Jinxiu Liu, Shaoheng Lin, Yinxiao Li +1

The increasing demand for immersive AR/VR applications and spatial intelligence has heightened the need to generate high-quality scene-level and 360 panoramic video. However, mo…