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Zhongwei Zhang

3 accepted papers

2026

In-Context Generation with Regional Constraints for Instructional Video Editing

ICML 2026poster

The In-context generation paradigm has demonstrated strong power in instructional image editing for better synthesis quality. Nevertheless, shaping such in-context learning for instructional video editing is not trivial. Without specifying editing regions, the results can suffer from the issue of in…

Cited by 0SourceScholar
2025

MotionPro: A Precise Motion Controller for Image-to-Video Generation

CVPR 2025poster

Animating images with interactive motion control has garnered popularity for image-to-video (I2V) generation. Modern approaches typically rely on large Gaussian kernels to extend motion trajectories as condition without explicitly defining movement region, leading to coarse motion control and failin…

2024

TRIP: Temporal Residual Learning with Image Noise Prior for Image-to-Video Diffusion Models

CVPR 2024poster

Recent advances in text-to-video generation have demonstrated the utility of powerful diffusion models. Nevertheless the problem is not trivial when shaping diffusion models to animate static image (i.e. image-to-video generation). The difficulty originates from the aspect that the diffusion process…