ICCV 2025 Open Access Repository

The 4th DataCV Workshop and Challenge

LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM Learning: Kaihong Wang,

Donghyun Kim,

Margrit Betke; [pdf] [supp]
[bibtex]
@InProceedings{Wang_2025_ICCV, author = {Wang, Kaihong and Kim, Donghyun and Betke, Margrit}, title = {LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {445-454} }
On the Generalization of Optical Flow: Quantifying Robustness to Dataset Shifts: Katrin Bauer,

Andres Bruhn,

Jenny Schmalfuss; [pdf] [supp]
[bibtex]
@InProceedings{Bauer_2025_ICCV, author = {Bauer, Katrin and Bruhn, Andres and Schmalfuss, Jenny}, title = {On the Generalization of Optical Flow: Quantifying Robustness to Dataset Shifts}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {467-477} }
Hybrid Generative Fusion for Efficient and Privacy-Preserving Face Recognition Dataset Generation: Feiran Li,

Qianqian Xu,

Shilong Bao,

Boyu Han,

Zhiyong Yang,

Qingming Huang; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Li_2025_ICCV, author = {Li, Feiran and Xu, Qianqian and Bao, Shilong and Han, Boyu and Yang, Zhiyong and Huang, Qingming}, title = {Hybrid Generative Fusion for Efficient and Privacy-Preserving Face Recognition Dataset Generation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {495-501} }
Synthetic Hands Meet Legacy Data: A Synthetic Dataset for Structured, Controllable, and Multimodal Evaluation: Menghe Zhang,

Haley M. So,

Mohammad Asadi,

Dongfang Zhao,

Yangwen Liang,

Shuangquan Wang,

Gordon Wetzstein,

Kee-Bong Song,

Donghoon Kim; [pdf] [supp]
[bibtex]
@InProceedings{Zhang_2025_ICCV, author = {Zhang, Menghe and So, Haley M. and Asadi, Mohammad and Zhao, Dongfang and Liang, Yangwen and Wang, Shuangquan and Wetzstein, Gordon and Song, Kee-Bong and Kim, Donghoon}, title = {Synthetic Hands Meet Legacy Data: A Synthetic Dataset for Structured, Controllable, and Multimodal Evaluation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {455-466} }
Mapillary Vistas Validation for Fine-Grained Traffic Signs: A Benchmark Revealing Vision-Language Model Limitations: Sparsh Garg,

Abhishek Aich; [pdf] [arXiv]
[bibtex]
@InProceedings{Garg_2025_ICCV, author = {Garg, Sparsh and Aich, Abhishek}, title = {Mapillary Vistas Validation for Fine-Grained Traffic Signs: A Benchmark Revealing Vision-Language Model Limitations}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {502-509} }
Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark: Yaron Aloni,

Rotem Shalev-Arkushin,

Yonatan Shafir,

Guy Tevet,

Ohad Fried,

Amit Haim Bermano; [pdf] [arXiv]
[bibtex]
@InProceedings{Aloni_2025_ICCV, author = {Aloni, Yaron and Shalev-Arkushin, Rotem and Shafir, Yonatan and Tevet, Guy and Fried, Ohad and Bermano, Amit Haim}, title = {Express4D: Expressive, Friendly, and Extensible 4D Facial Motion Generation Benchmark}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {485-494} }
Enhancing Domain Diversity in Synthetic Data Face Recognition with Dataset Fusion: Anjith George,

Sébastien Marcel; [pdf] [arXiv]
[bibtex]
@InProceedings{George_2025_ICCV, author = {George, Anjith and Marcel, S\'ebastien}, title = {Enhancing Domain Diversity in Synthetic Data Face Recognition with Dataset Fusion}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {478-484} }