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JunqiCheng

2 accepted papers

2026

Enabling Faithful Camera Control in Video Diffusion through Geometry-Flow-Guided Noise Warping

ICML 2026poster

Precise camera pose control is critical for video diffusion, yet maintaining geometric consistency remains a challenge. Existing methods that directly inject numerical camera parameters into the diffusion backbone often fail to bridge the gap between abstract coordinates and visual content, leading …

Cited by 1SourceScholar
2025

MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance

ICML 2025poster

In recent years, while generative AI has advanced significantly in image generation, video generation continues to face challenges in controllability, length, and detail quality, which hinder its application. We present MimicMotion, a framework for generating high-quality human videos of arbitrary l…