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20222026
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cs.SD2026

MG-Former: A Transformer-Based Framework for Music-Driven 3D Conducting Gesture Generation

Ke Qiu, Yawen Qin, Tianzhi Jia +3

Generating expressive conducting gestures from music is a challenging cross-modal motion synthesis problem: the output must follow long-range musical structure, preserve beat-level…

cs.SD2025

MEGADance: Mixture-of-Experts Architecture for Genre-Aware 3D Dance Generation

Kaixing Yang, Xulong Tang, Ziqiao Peng +3

Music-driven 3D dance generation has attracted increasing attention in recent years, with promising applications in choreography, virtual reality, and creative content creation. Pr…

cs.SD2025

MATHDance: Mamba-Transformer Architecture with Uniform Tokenization for High-Quality 3D Dance Generation

Kaixing Yang, Xulong Tang, Ziqiao Peng +6

Music-to-dance generation represents a challenging yet pivotal task at the intersection of choreography, virtual reality, and creative content generation. Despite its significance,…

cs.SD2024

CoheDancers: Enhancing Interactive Group Dance Generation through Music-Driven Coherence Decomposition

Kaixing Yang, Xulong Tang, Haoyu Wu +4

Dance generation is crucial and challenging, particularly in domains like dance performance and virtual gaming. In the current body of literature, most methodologies focus on Solo…

cs.SD2023

BeatDance: A Beat-Based Model-Agnostic Contrastive Learning Framework for Music-Dance Retrieval

Kaixing Yang, Xukun Zhou, Xulong Tang +4

Dance and music are closely related forms of expression, with mutual retrieval between dance videos and music being a fundamental task in various fields like education, art, and sp…