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

2 citations · 2 across the 5 of their papers we have counts for

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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

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…