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DreamActor-M1 From ByteDance

Name: DreamActor-M1 From ByteDance
Brand: DreamActor-M1 From ByteDance
Rating: 5 (118 reviews)

Holistic & expressive human animation with custom controls

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118 Upvotes

About

DreamActor-M1 is a DiT-based human animation framework designed for holistic, expressive, and robust human image animation. It utilizes hybrid guidance to achieve fine-grained controllability, multi-scale adaptability (from portrait to full-body), and long-term temporal coherence. The system can imitate human behaviors from videos, producing high-fidelity, identity-preserved, and temporally consistent animations. Key features include robust control of facial expressions and body movements via implicit facial representations, 3D head spheres, and 3D body skeletons; progressive training for scale adaptation; and integration of motion patterns with visual references for temporal consistency. It supports audio-driven facial animation, partial motion transfer, and shape-aware animations.

Categories & Tags

Design Tools GitHub Video #Minimal #Academic #Informative #Clean #Research-focused

Color Palette

Background White

#FFFFFF

80%

Text Black/Dark Grey

#333333

15%

Link Blue

#007BFF

Typography

Sans-serif

Headings, Body Text, Links

Design Review

The design, as conveyed through the provided text content, appears to be highly functional and academic, prioritizing clear information delivery. The structure with distinct headings for Abstract, Method Overview, Diversity, Controllability, and Comparisons facilitates easy navigation and understanding of the research. The use of links for authors, paper, and video suggests a standard academic project page layout. While specific visual aesthetics like font styles and exact color palettes cannot be fully assessed from the raw text, the implied light theme with dark text and blue links indicates a clean, readable, and professional presentation. The inclusion of an image link for the 'Method Overview' suggests visual aids are integral to explaining the complex system. The overall design seems to be geared towards clarity and scientific communication, which is appropriate for an ICCV paper presentation.