Biomedical Image and Signal Computing for Unbiasedness, Interpretability, and Trustworthiness


Measuring and Addressing Information Leakage in Concept Bottleneck Models
Raffael Schoen,
Baptiste Abeloos,
Stéphane Herbin
[pdf]
[bibtex]
@InProceedings{Schoen_2025_ICCV, author = {Schoen, Raffael and Abeloos, Baptiste and Herbin, St\'ephane}, title = {Measuring and Addressing Information Leakage in Concept Bottleneck Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {624-632} }

Evaluating the Trustworthiness of Foundation Models for Skin Lesion Segmentation
Yusung Chu,
Byungho Oh,
Sejung Yang
[pdf] [supp]
[bibtex]
@InProceedings{Chu_2025_ICCV, author = {Chu, Yusung and Oh, Byungho and Yang, Sejung}, title = {Evaluating the Trustworthiness of Foundation Models for Skin Lesion Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {562-572} }

Understanding Dataset Bias in Medical Imaging: A Case Study on Chest X-rays
Ethan Dack,
Chengliang Dai
[pdf] [supp]
[bibtex]
@InProceedings{Dack_2025_ICCV, author = {Dack, Ethan and Dai, Chengliang}, title = {Understanding Dataset Bias in Medical Imaging: A Case Study on Chest X-rays}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {573-583} }

TrustMatch: Mitigating Pseudo-Label Bias in Semi-Supervised Learning with Trust-Aware Refinement
Hongyang He,
Yundi Hong
[pdf]
[bibtex]
@InProceedings{He_2025_ICCV, author = {He, Hongyang and Hong, Yundi}, title = {TrustMatch: Mitigating Pseudo-Label Bias in Semi-Supervised Learning with Trust-Aware Refinement}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {594-603} }

Dino2-DR: A Trustworthy and Explainable Vision Transformer for Cross-Domain Diabetic Retinopathy Grading
Lucia Cascone,
Luigi Di Biasi,
Giuseppe Genito,
Michele Nappi
[pdf]
[bibtex]
@InProceedings{Cascone_2025_ICCV, author = {Cascone, Lucia and Di Biasi, Luigi and Genito, Giuseppe and Nappi, Michele}, title = {Dino2-DR: A Trustworthy and Explainable Vision Transformer for Cross-Domain Diabetic Retinopathy Grading}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {584-593} }

Are Medical Image Generative Models Biologically Trustworthy?
Suhyun Ahn,
Wonjung Park,
Jinah Park
[pdf]
[bibtex]
@InProceedings{Ahn_2025_ICCV, author = {Ahn, Suhyun and Park, Wonjung and Park, Jinah}, title = {Are Medical Image Generative Models Biologically Trustworthy?}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {633-643} }

WaveDamp: Enhancing Natural Robustness in Endoscopy Through Wavelet-Based Frequency Damping
Haiko Middeljans,
Carolus H. J. Kusters,
Tim J. M. Jaspers,
Martijn R. Jong,
Rixta A. H. Van Eijck Van Heslinga,
Florance C. Slooter,
Albert J. De Groof,
Jacques J. Bergman,
Peter H. N. De With,
Fons Van Der Sommen
[pdf] [supp]
[bibtex]
@InProceedings{Middeljans_2025_ICCV, author = {Middeljans, Haiko and Kusters, Carolus H. J. and Jaspers, Tim J. M. and Jong, Martijn R. and Van Eijck Van Heslinga, Rixta A. H. and Slooter, Florance C. and De Groof, Albert J. and Bergman, Jacques J. and De With, Peter H. N. and Van Der Sommen, Fons}, title = {WaveDamp: Enhancing Natural Robustness in Endoscopy Through Wavelet-Based Frequency Damping}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {604-614} }

AdeptHEQ-FL: Adaptive Homomorphic Encryption for Federated Learning of Hybrid Classical-Quantum Models with Dynamic Layer Sparing
Md Abrar Jahin,
Taufikur Rahman Fuad,
M. F. Mridha,
Nafiz Fahad,
Md. Jakir Hossen
[pdf]
[bibtex]
@InProceedings{Jahin_2025_ICCV, author = {Jahin, Md Abrar and Fuad, Taufikur Rahman and Mridha, M. F. and Fahad, Nafiz and Hossen, Md. Jakir}, title = {AdeptHEQ-FL: Adaptive Homomorphic Encryption for Federated Learning of Hybrid Classical-Quantum Models with Dynamic Layer Sparing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {552-561} }

SAM-SPJunc: Self-Prompting for Junction Detection in Retinal Images via Radius-Based Representations
Minasadat Attari,
Kannappan Palaniappan,
Filiz Bunyak
[pdf]
[bibtex]
@InProceedings{Attari_2025_ICCV, author = {Attari, Minasadat and Palaniappan, Kannappan and Bunyak, Filiz}, title = {SAM-SPJunc: Self-Prompting for Junction Detection in Retinal Images via Radius-Based Representations}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {615-623} }