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cs.CV2026

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

Lanmiao Liu, Esam Ghaleb, Aslı Özyürek +1

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

cs.CV2026

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

Ferdinand Paar, Lanmiao Liu, Aslı Özyürek +2

Co-speech gesture generation requires both semantic expressivity and biomechanically plausible rhythmic motion. Existing holistic gesture models mix lexically grounded semantic ges…

cs.CV2026

The Visual Iconicity Challenge: Evaluating Vision-Language Models on Sign Language Form-Meaning Mapping

Onur Keleş, Aslı Özyürek, Gerardo Ortega +2

Iconicity, the resemblance between linguistic form and meaning, is pervasive in signed languages, offering a natural testbed for visual grounding. For vision-language models (VLMs)…

cs.CV2025

SemGes: Semantics-aware Co-Speech Gesture Generation using Semantic Coherence and Relevance Learning

Lanmiao Liu, Esam Ghaleb, Aslı Özyürek +1

Creating a virtual avatar with semantically coherent gestures that are aligned with speech is a challenging task. Existing gesture generation research mainly focused on generating…

cs.CV2025

I see what you mean: Co-Speech Gestures for Reference Resolution in Multimodal Dialogue

Esam Ghaleb, Bulat Khaertdinov, Aslı Özyürek +1

In face-to-face interaction, we use multiple modalities, including speech and gestures, to communicate information and resolve references to objects. However, how representational…