The 6th Face Anti-Spoofing Workshop: Unified Physical-Digital Attacks Detection


CrossGAP: Unified Face Anti-Spoofing via Cross-Modal Global-Aware Prompting
Xihong Chen,
Yutong Xie,
Hui Ma,
Ning Li,
Yanyan Liang,
Jiabao Guo
[pdf]
[bibtex]
@InProceedings{Chen_2025_ICCV, author = {Chen, Xihong and Xie, Yutong and Ma, Hui and Li, Ning and Liang, Yanyan and Guo, Jiabao}, title = {CrossGAP: Unified Face Anti-Spoofing via Cross-Modal Global-Aware Prompting}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3208-3215} }

Applying Semantic Anchor in Face Anti-Spoofing Detection for Unified Physical-Digital Attacks
Xu Yang,
Qi Zhang,
Yaowen Xu,
Hui Ma,
Zhaofan Zou,
Hao Sun
[pdf]
[bibtex]
@InProceedings{Yang_2025_ICCV, author = {Yang, Xu and Zhang, Qi and Xu, Yaowen and Ma, Hui and Zou, Zhaofan and Sun, Hao}, title = {Applying Semantic Anchor in Face Anti-Spoofing Detection for Unified Physical-Digital Attacks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3199-3207} }

Optimizing DINOv2 with Registers for Face Anti-Spoofing
Mika Feng,
Pierre Gallin-Martel,
Koichi Ito,
Takafumi Aoki
[pdf]
[bibtex]
@InProceedings{Feng_2025_ICCV, author = {Feng, Mika and Gallin-Martel, Pierre and Ito, Koichi and Aoki, Takafumi}, title = {Optimizing DINOv2 with Registers for Face Anti-Spoofing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3256-3262} }

Iterative Binary Training
Vítor Luiz Da Silva,
Rosana Tomàs,
Fernando Cores,
Francesc Giné
[pdf]
[bibtex]
@InProceedings{Da_Silva_2025_ICCV, author = {Da Silva, V{\'\i}tor Luiz and Tom\`as, Rosana and Cores, Fernando and Gin\'e, Francesc}, title = {Iterative Binary Training}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3239-3247} }

A Generalizable Face Security Detection Method via Unified Texture and Semantic Feature Framework
Ke-Yue Zhang,
Ruoxin Chen,
Jiamu Sun,
Jiangming Wang,
Hao Yang,
Taiping Yao,
Shouhong Ding
[pdf]
[bibtex]
@InProceedings{Zhang_2025_ICCV, author = {Zhang, Ke-Yue and Chen, Ruoxin and Sun, Jiamu and Wang, Jiangming and Yang, Hao and Yao, Taiping and Ding, Shouhong}, title = {A Generalizable Face Security Detection Method via Unified Texture and Semantic Feature Framework}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3190-3198} }

Adaptive Face Anti-Spoofing Through Enhanced Data Manipulation and Feature Contrast Techniques
Jielong Wang,
Kaifeng Huang,
Zehua Lan,
Senxu He,
Minzhe Huang,
Ruyi Cai
[pdf]
[bibtex]
@InProceedings{Wang_2025_ICCV, author = {Wang, Jielong and Huang, Kaifeng and Lan, Zehua and He, Senxu and Huang, Minzhe and Cai, Ruyi}, title = {Adaptive Face Anti-Spoofing Through Enhanced Data Manipulation and Feature Contrast Techniques}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3224-3230} }

Spoofing-aware Prompt Learning for Unified Physical-Digital Facial Attack Detection
Jiabao Guo,
Yadian Wang,
Hui Ma,
Yuhao Fu,
Ju Jia,
Hui Liu,
Shengeng Tang,
Lechao Cheng,
Yunfeng Diao,
Ajian Liu
[pdf]
[bibtex]
@InProceedings{Guo_2025_ICCV, author = {Guo, Jiabao and Wang, Yadian and Ma, Hui and Fu, Yuhao and Jia, Ju and Liu, Hui and Tang, Shengeng and Cheng, Lechao and Diao, Yunfeng and Liu, Ajian}, title = {Spoofing-aware Prompt Learning for Unified Physical-Digital Facial Attack Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3263-3271} }

Center-Guided Feature Selection with Dimensionality Reduction for Face Anti-Spoofing
Senxu He,
Minzhe Huang,
Ruyi Cai,
Jielong Wang,
Kaifeng Huang,
Zehua Lan
[pdf]
[bibtex]
@InProceedings{He_2025_ICCV, author = {He, Senxu and Huang, Minzhe and Cai, Ruyi and Wang, Jielong and Huang, Kaifeng and Lan, Zehua}, title = {Center-Guided Feature Selection with Dimensionality Reduction for Face Anti-Spoofing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3231-3238} }

MAYA: Multi-Attack Yielding Augmentation for Unified Face Attack Detection
Taehoon Kim,
Jongwook Choi,
Seungjin Jung,
Jongwon Choi
[pdf]
[bibtex]
@InProceedings{Kim_2025_ICCV, author = {Kim, Taehoon and Choi, Jongwook and Jung, Seungjin and Choi, Jongwon}, title = {MAYA: Multi-Attack Yielding Augmentation for Unified Face Attack Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3162-3170} }

Oculus: Hierarchical Face Spoof Detection via Frequency-Enhanced Vision Transformers with Group-Aware Classification and Post-Fusion Attention
Vincent Whannou de Dravo,
Kiran Raja,
Mohammed Bouzidi,
Limamou Gueye,
Jon Yngve Hardeberg
[pdf] [supp]
[bibtex]
@InProceedings{de_Dravo_2025_ICCV, author = {de Dravo, Vincent Whannou and Raja, Kiran and Bouzidi, Mohammed and Gueye, Limamou and Hardeberg, Jon Yngve}, title = {Oculus: Hierarchical Face Spoof Detection via Frequency-Enhanced Vision Transformers with Group-Aware Classification and Post-Fusion Attention}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3181-3189} }

TSANet: Unified Face Attack Detection via Triplet Embedding and Soft ACER Loss
Gabrial Zencha Ashungafac,
Miracle James Oloutuche,
Mukar Wepngong Eleanor,
Blessed Guda,
Assane Gueye,
Moise Busogi
[pdf]
[bibtex]
@InProceedings{Ashungafac_2025_ICCV, author = {Ashungafac, Gabrial Zencha and Oloutuche, Miracle James and Eleanor, Mukar Wepngong and Guda, Blessed and Gueye, Assane and Busogi, Moise}, title = {TSANet: Unified Face Attack Detection via Triplet Embedding and Soft ACER Loss}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3272-3279} }

One Model, All Attacks: ACER-Optimized Vision Transformer for Robust Face Anti-Spoofing
Jie Jin,
Mahiro Tokumasu,
Yu Makino,
Shumpei Nishikawa,
Tetsushi Ohki
[pdf]
[bibtex]
@InProceedings{Jin_2025_ICCV, author = {Jin, Jie and Tokumasu, Mahiro and Makino, Yu and Nishikawa, Shumpei and Ohki, Tetsushi}, title = {One Model, All Attacks: ACER-Optimized Vision Transformer for Robust Face Anti-Spoofing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3248-3255} }

UniAttackData+: Unified Physical-Digital Attack Detection+ Challenge
Hui Ma,
Ajian Liu,
Yongze Li,
Chuanbiao Song,
Xiao Guo,
Changtao Miao,
Wanyi Zhuang,
Junze Zheng,
Shunxin Chen,
Yan Hong,
Jiabao Guo,
Jiankang Deng,
Jun Lan,
Weiqiang Wang,
Tao Gong,
Qi Chu,
Sergio Escalera,
Hugo Jair Escalante,
Xiaoming Liu,
Zhen Lei,
Isabelle Guyon,
Yanyan Liang,
Jun Wan
[pdf]
[bibtex]
@InProceedings{Ma_2025_ICCV, author = {Ma, Hui and Liu, Ajian and Li, Yongze and Song, Chuanbiao and Guo, Xiao and Miao, Changtao and Zhuang, Wanyi and Zheng, Junze and Chen, Shunxin and Hong, Yan and Guo, Jiabao and Deng, Jiankang and Lan, Jun and Wang, Weiqiang and Gong, Tao and Chu, Qi and Escalera, Sergio and Escalante, Hugo Jair and Liu, Xiaoming and Lei, Zhen and Guyon, Isabelle and Liang, Yanyan and Wan, Jun}, title = {UniAttackData+: Unified Physical-Digital Attack Detection+ Challenge}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3171-3180} }

Paired-Sampling Contrastive Framework for Joint Physical-Digital Face Attack Detection
Andrei Balykin,
Anvar Ganiev,
Denis Kondranin,
Kirill Polevoda,
Nikolai Liudkevich,
Artem Petrov
[pdf] [arXiv]
[bibtex]
@InProceedings{Balykin_2025_ICCV, author = {Balykin, Andrei and Ganiev, Anvar and Kondranin, Denis and Polevoda, Kirill and Liudkevich, Nikolai and Petrov, Artem}, title = {Paired-Sampling Contrastive Framework for Joint Physical-Digital Face Attack Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3216-3223} }