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Papers Gesture Generation

“Gesture Generation” 태그가 달린 논문 137편 · 필터 해제

Puppeteer: Object-Grounded Posture-Aware Co-Speech Gesture Generation

2026-08-31 · Vida Adeli, Soroush Mehraban, Jacob Rommann, Harrison Sanborn 외 hf

Generating co-speech gestures that are temporally coherent, semantically aligned with speech, and grounded with surrounding objects remains challenging. Prior speech-driven gesture models emphasize audio-gesture alignmen…

Gesture Generation

InteractGesture: Progressive Chunk Guidance for Continuous Streaming Co-Speech Gesture Control

2026-08-26 · Ekkasit Pinyoanuntapong, Ajinkya Deogade, Paul Streli, Wenjing Zhang 외 arxiv

Co-speech gesture generation has made significant progress toward realistic full-body motion from speaker audio, yet existing models lack fine-grained spatial controllability of individual joints. To address this, we int…

Gesture Generation

SICAGE: Speaker-Independent Culture-Aware Gesture Generation using TED4C-L Dataset

2026-06-29 · Ariel Gjaci, Antonio Sgorbissa, Vittorio Murino arxiv

Recent co-speech gesture generation methods often overlook cultural differences, limiting their effectiveness in human-agent interaction. Moreover, culture-conditioned models are rarely evaluated under speaker-disjoint s…

Domain GeneralizationGesture GenerationMotion Synthesis

Generating Natural and Expressive Robot Gestures through Iterative Reinforcement Learning with Human Feedback using LLMs

2026-06-17 · Chris Lee, Flora Salim, Benjamin Tag, Francisco Cruz arxiv

Expressive gestures are essential for natural and effective communication, complementing speech when verbal cues alone are insufficient (e.g., pointing). For social robots such as the humanoid Pepper, producing natural a…

Reinforcement LearningGesture GenerationCode Generation

SiGnature: Explicit Motion Diffusion for Stylized Semantic Gesture

2026-06-14 · Adi Rosenthal, Tomer Koren, Nadav Shaked, Doron Friedman 외 arxiv

While recent advances in co-speech gesture generation have achieved impressive rhythmic synchronization, synthesizing gestures that are both semantically meaningful and faithful to a speaker's unique non-verbal style rem…

Gesture Generation

Mamba-Enhanced Implicit Motion Learning for Audio-Driven Portrait Animation

2026-06-02 · Xuan Wei, Jiahui Chen, Kaiheng Li, Mingyu Shao 외 arxiv

Audio-driven human motion video generation aims to synthesize realistic and temporally coherent human animations from a single static image, with applications in talking-head synthesis, co-speech gesture generation, and …

Gesture GenerationVideo Generation

Semantic Motion Anchors: Bridging Motion and Meaning in Co-Speech Gestures

2026-05-28 · Varsha Suresh, Mohammad Mahdi Abootorabi, Mohamed Salman, M. Hamza Mughal 외 arxiv

Learning a shared representation between spoken text and gesture is central to co-speech gesture retrieval, synthesis, and understanding, but remains challenging for semantically meaningful gestures whose communicative i…

Gesture GenerationText Retrieval

DuoGesture: Neuro-Inspired and Biomechanically Informed Dual-Stream Co-Speech Gesture Generation

2026-05-25 · Ferdinand Paar, Lanmiao Liu, Aslı Özyürek, Serge Thill 외 arxiv

Co-speech gesture generation requires both semantic expressivity and biomechanically plausible rhythmic motion. Existing holistic gesture models mix lexically grounded semantic gestures with frequent prosody-aligned beat…

Gesture Generation

PersonaGest: Personalized Co-Speech Gesture Generation with Semantic-Guided Hierarchical Motion Representation

2026-05-08 · Junchuan Zhao, Qifan Liang, Ye Wang arxiv

Co-speech gesture generation aims to synthesize realistic body movements that are semantically coherent with speech and faithful to a user-specified gestural style. Existing VQ-VAE based co-speech gesture generation meth…

Contrastive LearningGesture Generation

Prompt-to-Gesture: Measuring the Capabilities of Image-to-Video Deictic Gesture Generation

2026-04-16 · Hassan Ali, Doreen Jirak, Luca Müller, Stefan Wermter arxiv

Gesture recognition research, unlike NLP, continues to face acute data scarcity, with progress constrained by the need for costly human recordings or image processing approaches that cannot generate authentic variability…

Gesture RecognitionGesture GenerationVideo Generation

LiveGesture Streamable Co-Speech Gesture Generation Model

2026-04-13 · Muhammad Usama Saleem, Mayur Jagdishbhai Patel, Ekkasit Pinyoanuntapong, Zhongxing Qin 외 arxiv

We propose LiveGesture, the first fully streamable, speech-driven full-body gesture generation framework that operates with zero look-ahead and supports arbitrary sequence length. Unlike existing co-speech gesture method…

Gesture Generation

SemConFlow: Semantic Grounding of Holistic Co-Speech Gesture Generation with Contrastive Flow-Matching

2026-03-27 · Lanmiao Liu, Esam Ghaleb, Aslı Özyürek, Zerrin Yumak arxiv

While the field of co-speech gesture generation has seen significant advances, producing holistic, semantically grounded gestures remains a challenge. Existing approaches rely on external semantic retrieval methods, whic…

Semantic RetrievalGesture Generation

Vision-Language System using Open-Source LLMs for Gestures in Medical Interpreter Robots

2026-03-05 · Thanh-Tung Ngo, Emma Murphy, Robert J. Ross arxiv

Effective communication is vital in healthcare, especially across language barriers, where non-verbal cues and gestures are critical. This paper presents a privacy-preserving vision-language framework for medical interpr…

Computational EfficiencyGesture GenerationIntent Detection

DyaDiT: A Multi-Modal Diffusion Transformer for Socially Favorable Dyadic Gesture Generation

2026-02-26 · Yichen Peng, Jyun-Ting Song, Siyeol Jung, Ruofan Liu 외 arxiv

Generating realistic conversational gestures are essential for achieving natural, socially engaging interactions with digital humans. However, existing methods typically map a single audio stream to a single speaker's mo…

Gesture Generation

3DGesPolicy: Phoneme-Aware Holistic Co-Speech Gesture Generation Based on Action Control

2026-01-26 · Xuanmeng Sha, Liyun Zhang, Tomohiro Mashita, Naoya Chiba 외 arxiv

Generating holistic co-speech gestures that integrate full-body motion with facial expressions suffers from semantically incoherent coordination on body motion and spatially unstable meaningless movements due to existing…

Gesture Generation

SmoothSync: Dual-Stream Diffusion Transformers for Jitter-Robust Beat-Synchronized Gesture Generation from Quantized Audio

2026-01-04 · Yujiao Jiang, Qingmin Liao, Zongqing Lu arxiv

Co-speech gesture generation is a critical area of research aimed at synthesizing speech-synchronized human-like gestures. Existing methods often suffer from issues such as rhythmic inconsistency, motion jitter, foot sli…

Gesture Generation

Semantic Co-Speech Gesture Synthesis and Real-Time Control for Humanoid Robots

2025-12-19 · Gang Zhang arxiv

We present an innovative end-to-end framework for synthesizing semantically meaningful co-speech gestures and deploying them in real-time on a humanoid robot. This system addresses the challenge of creating natural, expr…

Gesture Generation

Towards Unified Co-Speech Gesture Generation via Hierarchical Implicit Periodicity Learning

2025-12-15 · Xin Guo, Yifan Zhao, Jia Li arxiv

Generating 3D-based body movements from speech shows great potential in extensive downstream applications, while it still suffers challenges in imitating realistic human movements. Predominant research efforts focus on e…

Gesture Generation

InteracTalker: Prompt-Based Human-Object Interaction with Co-Speech Gesture Generation

2025-12-14 · Sreehari Rajan, Kunal Bhosikar, Charu Sharma arxiv

Generating realistic human motions that naturally respond to both spoken language and physical objects is crucial for interactive digital experiences. Current methods, however, address speech-driven gestures or object in…

Gesture Generation

CoordSpeaker: Exploiting Gesture Captioning for Coordinated Caption-Empowered Co-Speech Gesture Generation

2025-11-28 · Fengyi Fang, Sicheng Yang, Wenming Yang arxiv

Co-speech gesture generation has significantly advanced human-computer interaction, yet speaker movements remain constrained due to the omission of text-driven non-spontaneous gestures (e.g., bowing while talking). Exist…

Gesture Generation
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