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most citedSpotter+GPT: Turning Sign Spottings into Sentences with LLMs

2 citations · 4 across the 7 of their papers we have counts for

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cs.CV2026

SIGNET: Motion-Level Knowledge Transfer for Cross-Language Sign Language Translation

Sobhan Asasi, Ozge Mercanoglu Sincan, Richard Bowden

Sign language translation (SLT) remains challenging due to its high spatio-temporal complexity, long sequences, and the need to model multiple articulators without relying on gloss…

cs.CV2026

SignAgent: Agentic LLMs for Linguistically-Grounded Sign Language Annotation and Dataset Curation

Oliver Cory, Ozge Mercanoglu Sincan, Richard Bowden

This paper introduces SignAgent, a novel agentic framework that utilises Large Language Models (LLMs) for scalable, linguistically-grounded Sign Language (SL) annotation and datase…

cs.CV2026

SignSparK: Efficient Multilingual Sign Language Production via Sparse Keyframe Learning

Jianhe Low, Alexandre Symeonidis-Herzig, Maksym Ivashechkin +2

Sign Language Production (SLP) faces a fundamental trade-off: direct text-to-pose models suffer from regression-to-the-mean effects, while dictionary-retrieval methods produce disj…

cs.CV2026★ 2 cited

Gloss-Free Sign Language Translation: An Unbiased Evaluation of Progress in the Field

Ozge Mercanoglu Sincan, Jian He Low, Sobhan Asasi +1

Sign Language Translation (SLT) aims to automatically convert visual sign language videos into spoken language text and vice versa. While recent years have seen rapid progress, the…

cs.CV2025

SLRTP2025 Sign Language Production Challenge: Methodology, Results, and Future Work

Harry Walsh, Ed Fish, Ozge Mercanoglu Sincan +19

Sign Language Production (SLP) is the task of generating sign language video from spoken language inputs. The field has seen a range of innovations over the last few years, with th…

cs.CV2025

VisualSpeaker: Visually-Guided 3D Avatar Lip Synthesis

Alexandre Symeonidis-Herzig, Özge Mercanoğlu Sincan, Richard Bowden

Realistic, high-fidelity 3D facial animations are crucial for expressive avatar systems in human-computer interaction and accessibility. Although prior methods show promising quali…

cs.CV2024

Modelling the Distribution of Human Motion for Sign Language Assessment

Oliver Cory, Ozge Mercanoglu Sincan, Matthew Vowels +7

Sign Language Assessment (SLA) tools are useful to aid in language learning and are underdeveloped. Previous work has focused on isolated signs or comparison against a single refer…

cs.CV2024★ 2 cited

Spotter+GPT: Turning Sign Spottings into Sentences with LLMs

Ozge Mercanoglu Sincan, Richard Bowden

Sign Language Translation (SLT) is a challenging task that aims to generate spoken language sentences from sign language videos. In this paper, we introduce a lightweight, modular…