Computer Vision for Automated Medical Diagnosis


Taming Modern Point Tracking for Speckle Tracking Echocardiography via Impartial Motion
Md Abulkalam Azad,
John Nyberg,
Havard Dalen,
Bjørnar Grenne,
Lasse Lovstakken,
Andreas Østvik
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Azad_2025_ICCV, author = {Azad, Md Abulkalam and Nyberg, John and Dalen, Havard and Grenne, Bj{\o}rnar and Lovstakken, Lasse and {\O}stvik, Andreas}, title = {Taming Modern Point Tracking for Speckle Tracking Echocardiography via Impartial Motion}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1104-1113} }

Artifact Correction in Panoramic Radiographs using Deep De-shadowing
Omri Dan,
Samuel Lilek,
Ariel Hirschhorn,
Lazar Kats,
Nahum Kiryati,
Arnaldo Mayer
[pdf]
[bibtex]
@InProceedings{Dan_2025_ICCV, author = {Dan, Omri and Lilek, Samuel and Hirschhorn, Ariel and Kats, Lazar and Kiryati, Nahum and Mayer, Arnaldo}, title = {Artifact Correction in Panoramic Radiographs using Deep De-shadowing}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1008-1016} }

MPromer: A Unified Diffusion-Based Framework for Scalable and Generalizable Multi-Modal Medical Image Segmentation
Wafa Al Ghallabi,
Akshay Dudhane,
Syed Waqas Zamir,
Salman Khan,
Fahad Shahbaz Khan
[pdf]
[bibtex]
@InProceedings{Al_Ghallabi_2025_ICCV, author = {Al Ghallabi, Wafa and Dudhane, Akshay and Zamir, Syed Waqas and Khan, Salman and Khan, Fahad Shahbaz}, title = {MPromer: A Unified Diffusion-Based Framework for Scalable and Generalizable Multi-Modal Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {919-927} }

From Cosmos to Clinic: Interpretable Spatial Statistics for Histopathology Prognosis
Attila Barna,
Oz Kilim,
Istvan Csabai
[pdf]
[bibtex]
@InProceedings{Barna_2025_ICCV, author = {Barna, Attila and Kilim, Oz and Csabai, Istvan}, title = {From Cosmos to Clinic: Interpretable Spatial Statistics for Histopathology Prognosis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {911-918} }

UGPL: Uncertainty-Guided Progressive Learning for Evidence-Based Classification in Computed Tomography
Shravan Venkatraman,
Pavan S,
Rakesh Raj Madavan,
Chandrakala S
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Venkatraman_2025_ICCV, author = {Venkatraman, Shravan and S, Pavan and Madavan, Rakesh Raj and S, Chandrakala}, title = {UGPL: Uncertainty-Guided Progressive Learning for Evidence-Based Classification in Computed Tomography}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {958-968} }

Knowledge-Driven Query Network with Adaptive Cross-View Attention for Structured Radiology Report Generation
Xuege Hou,
Yali Li,
Shengjin Wang
[pdf]
[bibtex]
@InProceedings{Hou_2025_ICCV, author = {Hou, Xuege and Li, Yali and Wang, Shengjin}, title = {Knowledge-Driven Query Network with Adaptive Cross-View Attention for Structured Radiology Report Generation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1234-1243} }

Endonama: Graph Neural Networks based In-Silico Transcriptomics from Histology Whole Slide Images for Fertility Diagnostics
George Wright,
Paul Brighton,
Joanne Muter,
Jan Brosens,
Fayyaz Minhas
[pdf]
[bibtex]
@InProceedings{Wright_2025_ICCV, author = {Wright, George and Brighton, Paul and Muter, Joanne and Brosens, Jan and Minhas, Fayyaz}, title = {Endonama: Graph Neural Networks based In-Silico Transcriptomics from Histology Whole Slide Images for Fertility Diagnostics}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {998-1007} }

Latent Gene Diffusion for Spatial Transcriptomics Completion
Paula Cárdenas,
Leonardo Manrique,
Daniela Vega,
Daniela Ruiz,
Pablo Arbeláez
[pdf]
[bibtex]
@InProceedings{Cardenas_2025_ICCV, author = {C\'ardenas, Paula and Manrique, Leonardo and Vega, Daniela and Ruiz, Daniela and Arbel\'aez, Pablo}, title = {Latent Gene Diffusion for Spatial Transcriptomics Completion}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {901-910} }

BAMPolyp: Bi-Axial Mamba Bottleneck for Gastrointestinal Polyp Segmentation
Md. Farhadul Islam,
Tashik Ahmed,
Partho Chanda,
Joyanta Jyoti Mondal,
Meem Arafat Manab,
Sarah Zabeen,
Jannatun Noor
[pdf]
[bibtex]
@InProceedings{Islam_2025_ICCV, author = {Islam, Md. Farhadul and Ahmed, Tashik and Chanda, Partho and Mondal, Joyanta Jyoti and Manab, Meem Arafat and Zabeen, Sarah and Noor, Jannatun}, title = {BAMPolyp: Bi-Axial Mamba Bottleneck for Gastrointestinal Polyp Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1082-1092} }

Impact of Black-Box Adversarial Attacks on Deep Neural Networks for Skin Imaging
Bartłomiej Moniak,
Joanna Jaworek-Korjakowska
[pdf]
[bibtex]
@InProceedings{Moniak_2025_ICCV, author = {Moniak, Bart{\l}omiej and Jaworek-Korjakowska, Joanna}, title = {Impact of Black-Box Adversarial Attacks on Deep Neural Networks for Skin Imaging}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1134-1142} }

MK-UNet: Multi-kernel Lightweight CNN for Medical Image Segmentation
Md Mostafijur Rahman,
Radu Marculescu
[pdf] [supp]
[bibtex]
@InProceedings{Rahman_2025_ICCV, author = {Rahman, Md Mostafijur and Marculescu, Radu}, title = {MK-UNet: Multi-kernel Lightweight CNN for Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1042-1051} }

L3Seg: Lean Linear Layers for Language-Guided Vision Transformer in Medical Image Segmentation
Rahul Bhardwaj,
Utkarsh Yashwant Tambe,
Debanga Raj Neog
[pdf]
[bibtex]
@InProceedings{Bhardwaj_2025_ICCV, author = {Bhardwaj, Rahul and Tambe, Utkarsh Yashwant and Neog, Debanga Raj}, title = {L3Seg: Lean Linear Layers for Language-Guided Vision Transformer in Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1244-1253} }

Multiplicative Loss for Enhancing Semantic Segmentation in Medical and Cellular Images
Yuto Yokoi,
Kazuhiro Hotta
[pdf] [arXiv]
[bibtex]
@InProceedings{Yokoi_2025_ICCV, author = {Yokoi, Yuto and Hotta, Kazuhiro}, title = {Multiplicative Loss for Enhancing Semantic Segmentation in Medical and Cellular Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1273-1281} }

CARDIUM: Congenital Anomaly Recognition with Diagnostic Images and Unified Medical records
Daniela Vega,
Hannah V. Ceballos,
Javier S. Vera,
Santiago Rodriguez,
Alejandra Perez,
Angela Castillo,
Maria Escobar,
Dario Londoño,
Luis A. Sarmiento,
Camila I. Castro,
Nadiezhda Rodriguez,
Juan C. Briceño,
Pablo Arbelaez
[pdf] [supp]
[bibtex]
@InProceedings{Vega_2025_ICCV, author = {Vega, Daniela and Ceballos, Hannah V. and Vera, Javier S. and Rodriguez, Santiago and Perez, Alejandra and Castillo, Angela and Escobar, Maria and Londo\~no, Dario and Sarmiento, Luis A. and Castro, Camila I. and Rodriguez, Nadiezhda and Brice\~no, Juan C. and Arbelaez, Pablo}, title = {CARDIUM: Congenital Anomaly Recognition with Diagnostic Images and Unified Medical records}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1193-1202} }

Building a General SimCLR Self-Supervised Foundation Model Across Neurological Diseases to Advance 3D Brain MRI Diagnoses
Emily Kaczmarek,
Justin Szeto,
Brennan Nichyporuk,
Tal Arbel
[pdf] [arXiv]
[bibtex]
@InProceedings{Kaczmarek_2025_ICCV, author = {Kaczmarek, Emily and Szeto, Justin and Nichyporuk, Brennan and Arbel, Tal}, title = {Building a General SimCLR Self-Supervised Foundation Model Across Neurological Diseases to Advance 3D Brain MRI Diagnoses}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1310-1319} }

Automated Assessment of Aesthetic Outcomes in Facial Plastic Surgery
Pegah Varghaei,
Kiran Abraham-Aggarwal,
Manoj T. Abraham,
Arun Ross
[pdf] [arXiv]
[bibtex]
@InProceedings{Varghaei_2025_ICCV, author = {Varghaei, Pegah and Abraham-Aggarwal, Kiran and Abraham, Manoj T. and Ross, Arun}, title = {Automated Assessment of Aesthetic Outcomes in Facial Plastic Surgery}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {928-937} }

QPolypNet: A Quantum-Inspired Deep Learning Model for Polyp Segmentation
Md Majedul Islam,
Rashik Shahriar Akash,
Sayed Mehedi Azim,
Selena He
[pdf] [supp]
[bibtex]
@InProceedings{Islam_2025_ICCV, author = {Islam, Md Majedul and Akash, Rashik Shahriar and Azim, Sayed Mehedi and He, Selena}, title = {QPolypNet: A Quantum-Inspired Deep Learning Model for Polyp Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {969-978} }

Increasing the Classification Rates of the Trained Models using Invariant Dataset Augmentation
Piotr Milczarski
[pdf]
[bibtex]
@InProceedings{Milczarski_2025_ICCV, author = {Milczarski, Piotr}, title = {Increasing the Classification Rates of the Trained Models using Invariant Dataset Augmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1072-1081} }

Weakly Supervised Intracranial Aneurysm Detection and Segmentation in MR angiography via Multi-task UNet with Vesselness Prior
Erin Rainville,
Amirhossein Rasoulian,
Hassan Rivaz,
Yiming Xiao
[pdf] [arXiv]
[bibtex]
@InProceedings{Rainville_2025_ICCV, author = {Rainville, Erin and Rasoulian, Amirhossein and Rivaz, Hassan and Xiao, Yiming}, title = {Weakly Supervised Intracranial Aneurysm Detection and Segmentation in MR angiography via Multi-task UNet with Vesselness Prior}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {938-947} }

CECT-Mamba: a Hierarchical Contrast-enhanced-aware Model for Pancreatic Tumor Subtyping from Multi-phase CECT
Zhifang Gong,
Shuo Gao,
Ben Zhao,
Yingjing Xu,
Yijun Yang,
Shenghong Ju,
Guangquan Zhou
[pdf]
[bibtex]
@InProceedings{Gong_2025_ICCV, author = {Gong, Zhifang and Gao, Shuo and Zhao, Ben and Xu, Yingjing and Yang, Yijun and Ju, Shenghong and Zhou, Guangquan}, title = {CECT-Mamba: a Hierarchical Contrast-enhanced-aware Model for Pancreatic Tumor Subtyping from Multi-phase CECT}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1161-1171} }

MedBLINK: Probing Visual Perception in Multimodal Language Models for Medicine
Mahtab Bigverdi,
Wisdom Ikezogwo,
Kevin Zhang,
Hyewon Jeong,
Mingyu Lu,
Sungjae Cho,
Linda Shapiro,
Ranjay Krishna
[pdf] [supp]
[bibtex]
@InProceedings{Bigverdi_2025_ICCV, author = {Bigverdi, Mahtab and Ikezogwo, Wisdom and Zhang, Kevin and Jeong, Hyewon and Lu, Mingyu and Cho, Sungjae and Shapiro, Linda and Krishna, Ranjay}, title = {MedBLINK: Probing Visual Perception in Multimodal Language Models for Medicine}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1223-1233} }

SurGen-Net: A Generative Approach for Surgical VQA with Structured Text Generation
Yongjun Jeon,
Seonmin Park,
Jongmin Shin,
Kanggil Park,
Bogeun Kim,
Namkee Oh,
Kyu-Hwan Jung
[pdf]
[bibtex]
@InProceedings{Jeon_2025_ICCV, author = {Jeon, Yongjun and Park, Seonmin and Shin, Jongmin and Park, Kanggil and Kim, Bogeun and Oh, Namkee and Jung, Kyu-Hwan}, title = {SurGen-Net: A Generative Approach for Surgical VQA with Structured Text Generation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1292-1299} }

A Large-Scale Benchmark of Cross-Modal Learning for Histology and Gene Expression in Spatial Transcriptomics
Rushin H Gindra,
Giovanni Palla,
Mathias Nguyen,
Sophia J. Wagner,
Manuel Tran,
Fabian J Theis,
Dieter Saur,
Lorin Crawford,
Tingying Peng
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Gindra_2025_ICCV, author = {Gindra, Rushin H and Palla, Giovanni and Nguyen, Mathias and Wagner, Sophia J. and Tran, Manuel and Theis, Fabian J and Saur, Dieter and Crawford, Lorin and Peng, Tingying}, title = {A Large-Scale Benchmark of Cross-Modal Learning for Histology and Gene Expression in Spatial Transcriptomics}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1182-1192} }

Render2Seg: Landmark-Guided Patch-wise Segmentation for Robust 3D Dental Mesh Analysis
Sena Lee,
Geunhye Kim,
YongKyu Jin,
Sejung Yang
[pdf] [supp]
[bibtex]
@InProceedings{Lee_2025_ICCV, author = {Lee, Sena and Kim, Geunhye and Jin, YongKyu and Yang, Sejung}, title = {Render2Seg: Landmark-Guided Patch-wise Segmentation for Robust 3D Dental Mesh Analysis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1052-1061} }

MV-MLM: Bridging Multi-View Mammography and Language for Breast Cancer Diagnosis and Risk Prediction
Shunjie-Fabian Zheng,
Hyeonjun Lee,
Thijs Kooi,
Ali Diba
[pdf]
[bibtex]
@InProceedings{Zheng_2025_ICCV, author = {Zheng, Shunjie-Fabian and Lee, Hyeonjun and Kooi, Thijs and Diba, Ali}, title = {MV-MLM: Bridging Multi-View Mammography and Language for Breast Cancer Diagnosis and Risk Prediction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1213-1222} }

MedSAM-Guided Curriculum Learning for White Matter Tract Segmentation in Block Face Imaging of Fetal Brain
Athira Kalladayil Shibu,
Sriprabha Ramanarayanan,
Vinoth Kanna,
Jaikishan Jayakumar,
Keerthi Ram,
Mohanasankar Sivaprakasam
[pdf]
[bibtex]
@InProceedings{Shibu_2025_ICCV, author = {Shibu, Athira Kalladayil and Ramanarayanan, Sriprabha and Kanna, Vinoth and Jayakumar, Jaikishan and Ram, Keerthi and Sivaprakasam, Mohanasankar}, title = {MedSAM-Guided Curriculum Learning for White Matter Tract Segmentation in Block Face Imaging of Fetal Brain}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1034-1041} }

Not Only Grey Matter: OmniBrain for Robust Multimodal Classification of Alzheimer's Disease
Ahmed Sharshar,
Yasser Ashraf,
Tameem Bakr,
Salma Hassan,
Hosam Elgendy,
Mohammad Yaqub,
Mohsen Guizani
[pdf]
[bibtex]
@InProceedings{Sharshar_2025_ICCV, author = {Sharshar, Ahmed and Ashraf, Yasser and Bakr, Tameem and Hassan, Salma and Elgendy, Hosam and Yaqub, Mohammad and Guizani, Mohsen}, title = {Not Only Grey Matter: OmniBrain for Robust Multimodal Classification of Alzheimer's Disease}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1300-1309} }

Dual-LVT: A Dual Attention Language-Vision Transformer for Tumor Segmentation
Shiman Zhang,
Songzhu Zheng,
Ming Ma
[pdf]
[bibtex]
@InProceedings{Zhang_2025_ICCV, author = {Zhang, Shiman and Zheng, Songzhu and Ma, Ming}, title = {Dual-LVT: A Dual Attention Language-Vision Transformer for Tumor Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1172-1181} }

Efficient Self-Supervised Adaptation for Medical Image Analysis
Moein Sorkhei,
Emir Konuk,
Jingyu Guo,
Chanjuan Meng,
Christos Matsoukas,
Kevin Smith
[pdf] [arXiv]
[bibtex]
@InProceedings{Sorkhei_2025_ICCV, author = {Sorkhei, Moein and Konuk, Emir and Guo, Jingyu and Meng, Chanjuan and Matsoukas, Christos and Smith, Kevin}, title = {Efficient Self-Supervised Adaptation for Medical Image Analysis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {873-880} }

Comparison of Digital Histology AI Models with Low-Dimensional Genomic and Clinical Models in Survival Modeling for Prostate Cancer
Aidan McLoughlin,
Ho Yin Ho,
Xin Zhao,
Alexander Karl Hakansson,
Alireza Moradi,
Qi Joslove Xu,
Yang Liu
[pdf] [supp]
[bibtex]
@InProceedings{McLoughlin_2025_ICCV, author = {McLoughlin, Aidan and Ho, Ho Yin and Zhao, Xin and Hakansson, Alexander Karl and Moradi, Alireza and Xu, Qi Joslove and Liu, Yang}, title = {Comparison of Digital Histology AI Models with Low-Dimensional Genomic and Clinical Models in Survival Modeling for Prostate Cancer}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {881-891} }

Prompt4Trust: A Reinforcement Learning Prompt Augmentation Framework for Clinically-Aligned Confidence Calibration in Multimodal Large Language Models
Anita Kriz,
Elizabeth Laura Janes,
Xing Shen,
Tal Arbel
[pdf] [arXiv]
[bibtex]
@InProceedings{Kriz_2025_ICCV, author = {Kriz, Anita and Janes, Elizabeth Laura and Shen, Xing and Arbel, Tal}, title = {Prompt4Trust: A Reinforcement Learning Prompt Augmentation Framework for Clinically-Aligned Confidence Calibration in Multimodal Large Language Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1320-1329} }

Unsupervised Domain Adaptation via Content Alignment for Hippocampus Segmentation
Hoda Kalabizadeh,
Ludovica Griffanti,
Pak-Hei Yeung,
Ana I. L. Namburete,
Nicola K. Dinsdale,
Konstantinos Kamnitsas
[pdf] [arXiv]
[bibtex]
@InProceedings{Kalabizadeh_2025_ICCV, author = {Kalabizadeh, Hoda and Griffanti, Ludovica and Yeung, Pak-Hei and Namburete, Ana I. L. and Dinsdale, Nicola K. and Kamnitsas, Konstantinos}, title = {Unsupervised Domain Adaptation via Content Alignment for Hippocampus Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1093-1103} }

Breast Cancer Detection with Topological Deep Learning
Brighton Nuwagira,
Adrian Rodriguez,
Qiwei Li,
Baris Coskunuzer
[pdf] [supp]
[bibtex]
@InProceedings{Nuwagira_2025_ICCV, author = {Nuwagira, Brighton and Rodriguez, Adrian and Li, Qiwei and Coskunuzer, Baris}, title = {Breast Cancer Detection with Topological Deep Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {987-997} }

CytoDiff: AI-Driven Cytomorphology Image Synthesis for Medical Diagnostics
Jan Carreras Boada,
Rao Muhammad Umer,
Carsten Marr
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Boada_2025_ICCV, author = {Boada, Jan Carreras and Umer, Rao Muhammad and Marr, Carsten}, title = {CytoDiff: AI-Driven Cytomorphology Image Synthesis for Medical Diagnostics}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1125-1133} }

TextSAM-EUS: Text Prompt Learning for SAM to Accurately Segment Pancreatic Tumor in Endoscopic Ultrasound
Pascal Spiegler,
Taha Koleilat,
Arash Harirpoush,
Corey S. Miller,
Hassan Rivaz,
Marta Kersten-Oertel,
Yiming Xiao
[pdf]
[bibtex]
@InProceedings{Spiegler_2025_ICCV, author = {Spiegler, Pascal and Koleilat, Taha and Harirpoush, Arash and Miller, Corey S. and Rivaz, Hassan and Kersten-Oertel, Marta and Xiao, Yiming}, title = {TextSAM-EUS: Text Prompt Learning for SAM to Accurately Segment Pancreatic Tumor in Endoscopic Ultrasound}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {948-957} }

Trustworthy Medical Imaging with Large Language Models: A Study of Hallucinations Across Modalities
Anindya Bijoy Das,
Shahnewaz Karim Sakib,
Shibbir Ahmed
[pdf] [arXiv]
[bibtex]
@InProceedings{Das_2025_ICCV, author = {Das, Anindya Bijoy and Sakib, Shahnewaz Karim and Ahmed, Shibbir}, title = {Trustworthy Medical Imaging with Large Language Models: A Study of Hallucinations Across Modalities}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1265-1272} }

Unsupervised Nuclei Segmentation by Improving Pseudo Labels from Segment Anything Model
Ryota Nakai,
Kazuhiro Hotta
[pdf]
[bibtex]
@InProceedings{Nakai_2025_ICCV, author = {Nakai, Ryota and Hotta, Kazuhiro}, title = {Unsupervised Nuclei Segmentation by Improving Pseudo Labels from Segment Anything Model}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1025-1033} }

Enhancing the Reliability of Auto-Prompting SAM for Medical Image Segmentation with Uncertainty Estimation and Rectification
Yichi Zhang,
Shiyao Hu,
Le Xue,
Sijie Ren,
Zixin Hu,
Yuan Cheng,
Yuan Qi
[pdf]
[bibtex]
@InProceedings{Zhang_2025_ICCV, author = {Zhang, Yichi and Hu, Shiyao and Xue, Le and Ren, Sijie and Hu, Zixin and Cheng, Yuan and Qi, Yuan}, title = {Enhancing the Reliability of Auto-Prompting SAM for Medical Image Segmentation with Uncertainty Estimation and Rectification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1282-1291} }

A Dynamic Agent Framework for Large Language Model Reasoning for Medical and Visual Question Answering
Ziyan Xiao,
Ruiyang Zhang,
Yushi Feng,
Lingting Zhu,
Liang Peng,
Lequan Yu
[pdf] [supp]
[bibtex]
@InProceedings{Xiao_2025_ICCV, author = {Xiao, Ziyan and Zhang, Ruiyang and Feng, Yushi and Zhu, Lingting and Peng, Liang and Yu, Lequan}, title = {A Dynamic Agent Framework for Large Language Model Reasoning for Medical and Visual Question Answering}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1143-1152} }

PMC-Vid: A Large-Scale Biomedical Video Captioning Dataset
Yosuke Yamagishi,
Kuniaki Saito,
Atsushi Hashimoto,
Yoshitaka Ushiku
[pdf]
[bibtex]
@InProceedings{Yamagishi_2025_ICCV, author = {Yamagishi, Yosuke and Saito, Kuniaki and Hashimoto, Atsushi and Ushiku, Yoshitaka}, title = {PMC-Vid: A Large-Scale Biomedical Video Captioning Dataset}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1254-1264} }

MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation
Gurucharan Marthi Krishna Kumar,
Aman Chadha,
Janine D. Mendola,
Amir Shmuel
[pdf] [arXiv]
[bibtex]
@InProceedings{Kumar_2025_ICCV, author = {Kumar, Gurucharan Marthi Krishna and Chadha, Aman and Mendola, Janine D. and Shmuel, Amir}, title = {MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1114-1124} }

Towards Robust Multimodal Representation: A Unified Approach with Adaptive Experts and Alignment
Nazanin Moradinasab,
Saurav Sengupta,
Jiebei Liu,
Sana Syed,
Donald E. Brown
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Moradinasab_2025_ICCV, author = {Moradinasab, Nazanin and Sengupta, Saurav and Liu, Jiebei and Syed, Sana and Brown, Donald E.}, title = {Towards Robust Multimodal Representation: A Unified Approach with Adaptive Experts and Alignment}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1203-1212} }

Autoregressive-Conditioned Diffusion for Semi-Supervised Thyroid Ultrasound Segmentation with Optical Flow-Based Pseudo Labels
Xiaorui Liu,
Yijun Yang,
Yingjing Xu,
Lei Zhu
[pdf]
[bibtex]
@InProceedings{Liu_2025_ICCV, author = {Liu, Xiaorui and Yang, Yijun and Xu, Yingjing and Zhu, Lei}, title = {Autoregressive-Conditioned Diffusion for Semi-Supervised Thyroid Ultrasound Segmentation with Optical Flow-Based Pseudo Labels}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1340-1350} }

Generative Counterfactual Augmentation for Bias Mitigation
Jason Uwaeze,
Pranav Kulkarni,
Vladimir Braverman,
Michael A. Jacobs,
Vishwa S. Parekh
[pdf]
[bibtex]
@InProceedings{Uwaeze_2025_ICCV, author = {Uwaeze, Jason and Kulkarni, Pranav and Braverman, Vladimir and Jacobs, Michael A. and Parekh, Vishwa S.}, title = {Generative Counterfactual Augmentation for Bias Mitigation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1153-1160} }

GADA: Graph Attention-based Detection Aggregation for Ultrasound Video Classification
Li Chen,
Naveen Balaraju,
Jochen Kruecker,
Balasundar I. Raju,
Alvin Chen
[pdf] [arXiv]
[bibtex]
@InProceedings{Chen_2025_ICCV, author = {Chen, Li and Balaraju, Naveen and Kruecker, Jochen and Raju, Balasundar I. and Chen, Alvin}, title = {GADA: Graph Attention-based Detection Aggregation for Ultrasound Video Classification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {892-900} }

Diffusion-Based Data Augmentation for Medical Image Segmentation
Maham Nazir,
Muhammad Aqeel,
Francesco Setti
[pdf] [arXiv]
[bibtex]
@InProceedings{Nazir_2025_ICCV, author = {Nazir, Maham and Aqeel, Muhammad and Setti, Francesco}, title = {Diffusion-Based Data Augmentation for Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1330-1339} }

Unsupervised Abnormality Segmentation in Chest CT with Anatomy-Guided Latent Diffusion Model and Adaptive Thresholding
Xueqi Guo,
Yoshihisa Shinagawa,
Sepehr Farhand,
Halid Yerebakan,
Kritika Iyer,
Matthias Wolf,
Gerardo Hermosillo Valadez
[pdf]
[bibtex]
@InProceedings{Guo_2025_ICCV, author = {Guo, Xueqi and Shinagawa, Yoshihisa and Farhand, Sepehr and Yerebakan, Halid and Iyer, Kritika and Wolf, Matthias and Valadez, Gerardo Hermosillo}, title = {Unsupervised Abnormality Segmentation in Chest CT with Anatomy-Guided Latent Diffusion Model and Adaptive Thresholding}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1017-1024} }

EchoNet-Quality: Denoising Echocardiograms via Deep Generative Modeling of Ultrasound Noise
David Choi,
Milos Vukadinovic,
Bryan He,
Christina Binder,
Yuki Sahashi,
David Ouyang
[pdf]
[bibtex]
@InProceedings{Choi_2025_ICCV, author = {Choi, David and Vukadinovic, Milos and He, Bryan and Binder, Christina and Sahashi, Yuki and Ouyang, David}, title = {EchoNet-Quality: Denoising Echocardiograms via Deep Generative Modeling of Ultrasound Noise}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {979-986} }

DCEtriformer: A Hybrid Attention Transformer for DCE-MRI Synthesis in Prostate Imaging
Sadhana S,
Sriprabha Ramanarayanan,
Kishore Kumar,
Keerthi Ram,
Harsh Agarwal,
Ramesh Venkatesan,
Mohanasankar Sivaprakasam
[pdf]
[bibtex]
@InProceedings{S_2025_ICCV, author = {S, Sadhana and Ramanarayanan, Sriprabha and Kumar, Kishore and Ram, Keerthi and Agarwal, Harsh and Venkatesan, Ramesh and Sivaprakasam, Mohanasankar}, title = {DCEtriformer: A Hybrid Attention Transformer for DCE-MRI Synthesis in Prostate Imaging}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1062-1071} }