ICCV 2025 Open Access Repository

Safe and Trustworthy Multimodal AI Systems

FrEVL: Leveraging Frozen Pretrained Embeddings for Efficient Vision-Language Understanding: Emmanuelle Bourigault,

Pauline Bourigault; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Bourigault_2025_ICCV, author = {Bourigault, Emmanuelle and Bourigault, Pauline}, title = {FrEVL: Leveraging Frozen Pretrained Embeddings for Efficient Vision-Language Understanding}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2327-2336} }
Privacy Preservation Using Superimposed 3D-Models for Self-Supervised Training in Action Recognition: Shaurjya Mandal; [pdf] [supp]
[bibtex]
@InProceedings{Mandal_2025_ICCV, author = {Mandal, Shaurjya}, title = {Privacy Preservation Using Superimposed 3D-Models for Self-Supervised Training in Action Recognition}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2283-2293} }
Pulling Back the Curtain: Unsupervised Adversarial Detection via Contrastive Auxiliary Networks: Eylon Mizrahi,

Raz Lapid,

Moshe Sipper; [pdf] [arXiv]
[bibtex]
@InProceedings{Mizrahi_2025_ICCV, author = {Mizrahi, Eylon and Lapid, Raz and Sipper, Moshe}, title = {Pulling Back the Curtain: Unsupervised Adversarial Detection via Contrastive Auxiliary Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2294-2305} }
On the Importance of Conditioning for Privacy-Preserving Data Augmentation: Julian Lorenz,

Katja Ludwig,

Valentin Haug,

Rainer Lienhart; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Lorenz_2025_ICCV, author = {Lorenz, Julian and Ludwig, Katja and Haug, Valentin and Lienhart, Rainer}, title = {On the Importance of Conditioning for Privacy-Preserving Data Augmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2317-2326} }
Safety Without Semantic Disruptions: Editing-free Safe Image Generation via Context-preserving Dual Latent Reconstruction: Jordan Vice,

Naveed Akhtar,

Mubarak Shah,

Richard Hartley,

Ajmal Saeed Mian; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Vice_2025_ICCV, author = {Vice, Jordan and Akhtar, Naveed and Shah, Mubarak and Hartley, Richard and Mian, Ajmal Saeed}, title = {Safety Without Semantic Disruptions: Editing-free Safe Image Generation via Context-preserving Dual Latent Reconstruction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {2306-2316} }