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

2 citations · 3 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CV2026

SignSeek: Learning Transferable Representations for Sign Dictionary Retrieval

Sobhan Asasi, Ozge Mercanoglu Sincan, Richard Bowden

Sign language dictionaries are essential resources for sign language learners, yet automatically retrieving a sign from a dictionary, given only a query video, remains a challengin…

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★ 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

Beyond Gloss: A Hand-Centric Framework for Gloss-Free Sign Language Translation

Sobhan Asasi, Mohamed Ilyas Lakhal, Ozge Mercanoglu Sincan +1

Sign Language Translation (SLT) is a challenging task that requires bridging the modality gap between visual and linguistic information while capturing subtle variations in hand sh…

cs.CV2025

Sign Spotting Disambiguation using Large Language Models

JianHe Low, Ozge Mercanoglu Sincan, Richard Bowden

Sign spotting, the task of identifying and localizing individual signs within continuous sign language video, plays a pivotal role in scaling dataset annotations and addressing the…

cs.CV2025

Contrastive Pretraining with Dual Visual Encoders for Gloss-Free Sign Language Translation

Ozge Mercanoglu Sincan, Richard Bowden

Sign Language Translation (SLT) aims to convert sign language videos into spoken or written text. While early systems relied on gloss annotations as an intermediate supervision, su…

cs.CV2025

Hierarchical Feature Alignment for Gloss-Free Sign Language Translation

Sobhan Asasi, Mohamed Ilyes Lakhal, Richard Bowden

Sign Language Translation (SLT) attempts to convert sign language videos into spoken sentences. However, many existing methods struggle with the disparity between visual and textua…

cs.CV2025

SAGE: Segment-Aware Gloss-Free Encoding for Token-Efficient Sign Language Translation

JianHe Low, Ozge Mercanoglu Sincan, Richard Bowden

Gloss-free Sign Language Translation (SLT) has advanced rapidly, achieving strong performances without relying on gloss annotations. However, these gains have often come with incre…

cs.CV2025★ 1 cited

Hands-On: Segmenting Individual Signs from Continuous Sequences

JianHe Low, Harry Walsh, Ozge Mercanoglu Sincan +1

This work tackles the challenge of continuous sign language segmentation, a key task with huge implications for sign language translation and data annotation. We propose a transfor…