ICCV 2025 Open Access Repository

Multimodal Sign Language Recognition Workshop

Modality-specific Benchmarks and Radar Range-Doppler Envelope Classification for Multimodal Isolated Sign Language Recognition: Dmitriy Sazonov,

Kamrul Islam,

Evie Malaia,

Sevgi Gurbuz; [pdf]
[bibtex]
@InProceedings{Sazonov_2025_ICCV, author = {Sazonov, Dmitriy and Islam, Kamrul and Malaia, Evie and Gurbuz, Sevgi}, title = {Modality-specific Benchmarks and Radar Range-Doppler Envelope Classification for Multimodal Isolated Sign Language Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4987-4994} }
A Signer-Invariant Conformer and Multi-Scale Fusion Transformer for Continuous Sign Language Recognition: Md Rezwanul Haque,

Md. Milon Islam,

S M Taslim Uddin Raju,

Fakhri Karray; [pdf] [arXiv]
[bibtex]
@InProceedings{Haque_2025_ICCV, author = {Haque, Md Rezwanul and Islam, Md. Milon and Raju, S M Taslim Uddin and Karray, Fakhri}, title = {A Signer-Invariant Conformer and Multi-Scale Fusion Transformer for Continuous Sign Language Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4931-4940} }
Multimodal Italian Sign Language Recognition with Radar-Video Late Fusion on the MultiMeDaLIS Dataset: Jakub F. Juranek; [pdf]
[bibtex]
@InProceedings{Juranek_2025_ICCV, author = {Juranek, Jakub F.}, title = {Multimodal Italian Sign Language Recognition with Radar-Video Late Fusion on the MultiMeDaLIS Dataset}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5020-5026} }
Iterative Latent Refinement for Robust Non-Autoregressive Sign Language Production: Tuğçe Kızıltepe,

Sümeyye Meryem Taşyürek,

Hacer Yalim Keles; [pdf]
[bibtex]
@InProceedings{Kiziltepe_2025_ICCV, author = {K{\i}z{\i}ltepe, Tu\u{g}\c{c}e and Ta\c{s}y\"urek, S\"umeyye Meryem and Keles, Hacer Yalim}, title = {Iterative Latent Refinement for Robust Non-Autoregressive Sign Language Production}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4883-4893} }
RF-ChessSIGN: Radar-enabled Human-Computer Interaction in a Real-Time Sign Language-Controlled Game: Kenneth Dehaan,

Emre Kurtoglu,

Sabyasachi Biswas,

Caroline Kobek Pezzarossi,

Darrin Griffin,

Chris Crawford,

Ali Gurbuz,

Evie Malaia,

Abraham Glasser,

Raja Kushalnagar,

Sevgi Zubeyde Gurbuz; [pdf]
[bibtex]
@InProceedings{Dehaan_2025_ICCV, author = {Dehaan, Kenneth and Kurtoglu, Emre and Biswas, Sabyasachi and Pezzarossi, Caroline Kobek and Griffin, Darrin and Crawford, Chris and Gurbuz, Ali and Malaia, Evie and Glasser, Abraham and Kushalnagar, Raja and Gurbuz, Sevgi Zubeyde}, title = {RF-ChessSIGN: Radar-enabled Human-Computer Interaction in a Real-Time Sign Language-Controlled Game}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4941-4951} }
A Multimodal Video and Radar Fusion Framework for High-Accuracy Isolated Sign Language Recognition: Sultan Mohammad Manjur,

Sabyasachi Biswas,

Ali C. Gurbuz; [pdf]
[bibtex]
@InProceedings{Manjur_2025_ICCV, author = {Manjur, Sultan Mohammad and Biswas, Sabyasachi and Gurbuz, Ali C.}, title = {A Multimodal Video and Radar Fusion Framework for High-Accuracy Isolated Sign Language Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5002-5011} }
Point-Supervised Japanese Fingerspelling Localization via HR-Pro and Contrastive Learning: Ryota Murai,

Naoto Tsuta,

Duk Shin,

Yousun Kang; [pdf]
[bibtex]
@InProceedings{Murai_2025_ICCV, author = {Murai, Ryota and Tsuta, Naoto and Shin, Duk and Kang, Yousun}, title = {Point-Supervised Japanese Fingerspelling Localization via HR-Pro and Contrastive Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4916-4923} }
A Smart Glove to Convert Gestures to Speech & Text to Assist Deaf & Mute People Using Machine Learning: Manisha A,

Tamilselvi S; [pdf]
[bibtex]
@InProceedings{A_2025_ICCV, author = {A, Manisha and S, Tamilselvi}, title = {A Smart Glove to Convert Gestures to Speech \& Text to Assist Deaf \& Mute People Using Machine Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4995-5001} }
SAGE: Segment-Aware Gloss-Free Encoding for Token-Efficient Sign Language Translation: Jian He Low,

Ozge Mercanoglu Sincan,

Richard Bowden; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Low_2025_ICCV, author = {Low, Jian He and Sincan, Ozge Mercanoglu and Bowden, Richard}, title = {SAGE: Segment-Aware Gloss-Free Encoding for Token-Efficient Sign Language Translation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4952-4961} }
Can a Lightweight Transformer Deliver a Robust Multimodal Sign Language Word Recognition?: Eva O. Berepiki,

Philip Ciunkiewicz,

Svetlana Yanushkevich; [pdf]
[bibtex]
@InProceedings{Berepiki_2025_ICCV, author = {Berepiki, Eva O. and Ciunkiewicz, Philip and Yanushkevich, Svetlana}, title = {Can a Lightweight Transformer Deliver a Robust Multimodal Sign Language Word Recognition?}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4979-4986} }
A Closer Look at Skeleton-based Continuous Sign Language Recognition: Yuecong Min,

Yifan Yang,

Peiqi Jiao,

Zixi Nan,

Xilin Chen; [pdf]
[bibtex]
@InProceedings{Min_2025_ICCV, author = {Min, Yuecong and Yang, Yifan and Jiao, Peiqi and Nan, Zixi and Chen, Xilin}, title = {A Closer Look at Skeleton-based Continuous Sign Language Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4909-4915} }
The SignEval 2025 Challenge at the ICCV Multimodal Sign Language Recognition Workshop: Results and Discussion: Hamzah Luqman,

Raffaele Mineo,

Murtadha Aljubran,

Ahmed Abul Hasanaath,

Amelia Sorrenti,

Sarah Alyami,

Sadam Al-Azani,

Maad Alowaifeer,

Jihwan Moon,

Václav Javorek,

Tomáš Železný,

Marek Hrúz,

Gaia Caligiore,

Silvio Giancola,

Senya Polikovsky,

Motaz Alfarraj,

Sabina Fontana,

Mufti Mahmud,

Muhammad Haris Khan,

Kamrul Islam,

Sevgi Gurbuz,

Egidio Ragonese,

Giovanni Bellitto,

Federica Proietto Salanitri,

Concetto Spampinato,

Simone Palazzo; [pdf]
[bibtex]
@InProceedings{Luqman_2025_ICCV, author = {Luqman, Hamzah and Mineo, Raffaele and Aljubran, Murtadha and Hasanaath, Ahmed Abul and Sorrenti, Amelia and Alyami, Sarah and Al-Azani, Sadam and Alowaifeer, Maad and Moon, Jihwan and Javorek, V\'aclav and \v{Z}elezn\'y, Tom\'a\v{s} and Hr\'uz, Marek and Caligiore, Gaia and Giancola, Silvio and Polikovsky, Senya and Alfarraj, Motaz and Fontana, Sabina and Mahmud, Mufti and Khan, Muhammad Haris and Islam, Kamrul and Gurbuz, Sevgi and Ragonese, Egidio and Bellitto, Giovanni and Salanitri, Federica Proietto and Spampinato, Concetto and Palazzo, Simone}, title = {The SignEval 2025 Challenge at the ICCV Multimodal Sign Language Recognition Workshop: Results and Discussion}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5027-5036} }
FusionEnsemble-Net: An Attention-Based Ensemble of Spatiotemporal Networks for Multimodal Sign Language Recognition: Md. Milon Islam,

Md Rezwanul Haque,

S M Taslim Uddin Raju,

Fakhri Karray; [pdf]
[bibtex]
@InProceedings{Islam_2025_ICCV, author = {Islam, Md. Milon and Haque, Md Rezwanul and Raju, S M Taslim Uddin and Karray, Fakhri}, title = {FusionEnsemble-Net: An Attention-Based Ensemble of Spatiotemporal Networks for Multimodal Sign Language Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4924-4930} }
A Comparative Study of Continuous Sign Language Recognition Techniques: Sarah Alyami,

Hamzah Luqman; [pdf] [arXiv]
[bibtex]
@InProceedings{Alyami_2025_ICCV, author = {Alyami, Sarah and Luqman, Hamzah}, title = {A Comparative Study of Continuous Sign Language Recognition Techniques}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4864-4873} }
Text-Aligned Radar-Based Sign Language Recognition for Healthcare Communication: Raffaele Mineo,

Amelia Sorrenti,

Gaia Caligiore,

Federica Proietto Salanitri,

Giovanni Bellitto,

Senya Polikovsky,

Sabina Fontana,

Egidio Ragonese,

Concetto Spampinato,

Simone Palazzo; [pdf]
[bibtex]
@InProceedings{Mineo_2025_ICCV, author = {Mineo, Raffaele and Sorrenti, Amelia and Caligiore, Gaia and Salanitri, Federica Proietto and Bellitto, Giovanni and Polikovsky, Senya and Fontana, Sabina and Ragonese, Egidio and Spampinato, Concetto and Palazzo, Simone}, title = {Text-Aligned Radar-Based Sign Language Recognition for Healthcare Communication}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4894-4902} }
Region-Aware Pose Modeling and Permutation Decoding for Signer-Independent Sign Language Recognition: Sieu Tran,

Duc Nguyen Minh,

Truong Nguyen Thanh,

Hao Vo,

Thanh Duc Ngo,

Tien Do,

Khiem Le,

Duy-Dinh Le; [pdf]
[bibtex]
@InProceedings{Tran_2025_ICCV, author = {Tran, Sieu and Minh, Duc Nguyen and Thanh, Truong Nguyen and Vo, Hao and Ngo, Thanh Duc and Do, Tien and Le, Khiem and Le, Duy-Dinh}, title = {Region-Aware Pose Modeling and Permutation Decoding for Signer-Independent Sign Language Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4962-4970} }
AutoSign: Direct Pose-to-Text Translation for Continuous Sign Language Recognition: Samuel Ebimobowei Johnny,

Blessed Guda,

Andrew Glayama Stephen,

Assane Gueye; [pdf] [arXiv]
[bibtex]
@InProceedings{Johnny_2025_ICCV, author = {Johnny, Samuel Ebimobowei and Guda, Blessed and Stephen, Andrew Glayama and Gueye, Assane}, title = {AutoSign: Direct Pose-to-Text Translation for Continuous Sign Language Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {5012-5019} }
Inclusive Sign Language AI: Towards Authentic Accessibility Through Community Collaboration: Abraham Glasser; [pdf]
[bibtex]
@InProceedings{Glasser_2025_ICCV, author = {Glasser, Abraham}, title = {Inclusive Sign Language AI: Towards Authentic Accessibility Through Community Collaboration}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4903-4908} }
Generalizable Sign Language Recognition via Local Temporal Convolutions and Region-Aware Pose Encoding: Sieu Tran,

Duc Nguyen Minh,

Truong Nguyen Thanh,

Hao Vo,

Thanh Duc Ngo,

Tien Do,

Khiem Le,

Duy-Dinh Le; [pdf]
[bibtex]
@InProceedings{Tran_2025_ICCV, author = {Tran, Sieu and Minh, Duc Nguyen and Thanh, Truong Nguyen and Vo, Hao and Ngo, Thanh Duc and Do, Tien and Le, Khiem and Le, Duy-Dinh}, title = {Generalizable Sign Language Recognition via Local Temporal Convolutions and Region-Aware Pose Encoding}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4971-4978} }
Development of an Intelligent System for Recognizing Islamic Religious Visual Signs in the Arabic Language: Duaa Mhnaa,

Yaroub Dayoub,

Jafar Salman; [pdf]
[bibtex]
@InProceedings{Mhnaa_2025_ICCV, author = {Mhnaa, Duaa and Dayoub, Yaroub and Salman, Jafar}, title = {Development of an Intelligent System for Recognizing Islamic Religious Visual Signs in the Arabic Language}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {4874-4882} }