Title
Prompt to Polyp: Medical Text-Conditioned Image Synthesis with Diffusion Models Mikhail Chaichuk Sushant Gautam Steven A. Hicks Elena Tutubalina DiffM MedIm 52 0 0 08 May 2025
Shifts in Doctors' Eye Movements Between Real and AI-Generated Medical Images David Wong Bin Wang Gorkem Durak Marouane Tliba M. A. Kerkouri ... Amir Borhani Hatice Savas Eric Hart Elizabeth A. Krupinski Ulas Bagci OOD MedIm 35 0 0 21 Apr 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 53 0 0 20 Apr 2025
BrainMRDiff: A Diffusion Model for Anatomically Consistent Brain MRI Synthesis Moinak Bhattacharya Saumya Gupta Annie Singh Cheng Chen Gagandeep Singh Prateek Prasanna MedIm 31 0 0 06 Apr 2025
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations Ziyang Zhang Yang Yu Yucheng Chen Xulei Yang S. Yeo MedIm 56 1 0 02 Mar 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 18 0 17 Jan 2025
Diff-CXR: Report-to-CXR generation through a disease-knowledge enhanced diffusion model Peng Huang Bowen Guo Shuyu Liang Junhu Fu Yuanyuan Wang Yi Guo DiffM MedIm 37 1 0 26 Oct 2024
VoxelPrompt: A Vision-Language Agent for Grounded Medical Image Analysis Andrew Hoopes V. Butoi John Guttag Adrian V. Dalca MedIm LM&MA 35 1 0 10 Oct 2024
Introducing SDICE: An Index for Assessing Diversity of Synthetic Medical Datasets Mohammed Talha Alam Raza Imam Mohammad Areeb Qazi Asim Ukaye Karthik Nandakumar MedIm 23 0 0 28 Sep 2024
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused Survey Yi Zhang Zhen Chen Chih-Hong Cheng Wenjie Ruan Xiaowei Huang Dezong Zhao David Flynn Siddartha Khastgir Xingyu Zhao MedIm 44 3 0 26 Sep 2024
Towards Predicting Temporal Changes in a Patient's Chest X-ray Images based on Electronic Health Records Daeun Kyung J. Kim Tackeun Kim E. Choi MedIm DiffM 41 1 0 11 Sep 2024
GP-VLS: A general-purpose vision language model for surgery Samuel Schmidgall Joseph Cho C. Zakka W. Hiesinger LM&MA 49 5 0 27 Jul 2024
DiNO-Diffusion. Scaling Medical Diffusion via Self-Supervised Pre-Training Guillermo Jiménez-Pérez Pedro Osório Josef Cersovsky Javier Montalt-Tordera Jens Hooge Steffen Vogler Sadegh Mohammadi MedIm 43 2 0 16 Jul 2024
AstroSpy: On detecting Fake Images in Astronomy via Joint Image-Spectral Representations Mohammed Talha Alam Raza Imam Mohsen Guizani Fakhri Karray 42 0 0 09 Jul 2024
Chest-Diffusion: A Light-Weight Text-to-Image Model for Report-to-CXR Generation Peng Huang Xue Gao Lihong Huang Jing Jiao Xiaokang Li Yuanyuan Wang Yi Guo MedIm DiffM 28 8 0 30 Jun 2024
OpenCapBench: A Benchmark to Bridge Pose Estimation and Biomechanics Yoni Gozlan Antoine Falisse Scott Uhlrich Anthony Gatti Michael Black Akshay Chaudhari 37 4 0 14 Jun 2024
Merlin: A Vision Language Foundation Model for 3D Computed Tomography Louis Blankemeier Joseph Paul Cohen Ashwin Kumar Dave Van Veen Syed Jamal Safdar Gardezi ... Andrew L. Wentland C. Langlotz Jason Hom S. Gatidis Akshay S. Chaudhari LM&MA MedIm 49 31 0 10 Jun 2024
Differentially Private Fine-Tuning of Diffusion Models Yu-Lin Tsai Yizhe Li Zekai Chen Po-yu Chen Chia-Mu Yu Xuebin Ren Francois Buet-Golfouse 52 3 0 03 Jun 2024
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection Raman Dutt Pedro Sanchez Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 36 2 0 29 May 2024
Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare Xingyu Li Lu Peng Yuping Wang Weihua Zhang AI4CE MedIm LM&MA 71 5 0 10 May 2024
Synthetic Data in Radiological Imaging: Current State and Future Outlook E. Sizikova A. Badal Jana G. Delfino Miguel Lago Brandon Nelson Niloufar Saharkhiz B. Sahiner Ghada Zamzmi Aldo Badano MedIm 44 5 0 08 May 2024
Long Tail Image Generation Through Feature Space Augmentation and Iterated Learning Rafael Elberg Denis Parra Mircea Petrache MedIm DiffM 36 2 0 02 May 2024
Interactive Generation of Laparoscopic Videos with Diffusion Models Ivan Iliash Simeon Allmendinger Felix Meissen Niklas Kühl Daniel Rückert MedIm VGen 47 4 0 23 Apr 2024
PairAug: What Can Augmented Image-Text Pairs Do for Radiology? Yutong Xie Qi Chen Sinuo Wang Minh Nguyen Nhat To Iris Lee Ee Win Khoo Kerolos Hendy Daniel Koh Yong-quan Xia Qi Wu MedIm LM&MA 42 6 0 07 Apr 2024
Envisioning MedCLIP: A Deep Dive into Explainability for Medical Vision-Language Models Anees Ur Rehman Hashmi Dwarikanath Mahapatra Mohammad Yaqub VLM MedIm 23 2 0 27 Mar 2024
TiBiX: Leveraging Temporal Information for Bidirectional X-ray and Report Generation Santosh Sanjeev F. Maani Arsen Abzhanov Vijay Ram Papineni Ibrahim Almakky Bartlomiej W. Papie.z Mohammad Yaqub MedIm 58 0 0 20 Mar 2024
Generative Enhancement for 3D Medical Images Lingting Zhu Noel Codella Dongdong Chen Zhenchao Jin Lu Yuan Lequan Yu DiffM MedIm 42 10 0 19 Mar 2024
XReal: Realistic Anatomy and Pathology-Aware X-ray Generation via Controllable Diffusion Model Anees Ur Rehman Hashmi Ibrahim Almakky Mohammad Areeb Qazi Santosh Sanjeev Vijay Ram Papineni Dwarikanath Mahapatra Mohammad Yaqub MedIm 38 5 0 14 Mar 2024
A survey of recent methods for addressing AI fairness and bias in biomedicine Yifan Yang Mingquan Lin Han Zhao Yifan Peng Furong Huang Zhiyong Lu 37 15 0 13 Feb 2024
Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand Md Musfiqur Rahman Matt Jordan Murat Kocaoglu DiffM CML 30 0 0 12 Feb 2024
VALD-MD: Visual Attribution via Latent Diffusion for Medical Diagnostics Ammar A. Siddiqui Santosh Tirunagari Tehseen Zia David Windridge MedIm 30 1 0 02 Jan 2024
Latent Diffusion Models with Image-Derived Annotations for Enhanced AI-Assisted Cancer Diagnosis in Histopathology Pedro Osório Guillermo Jiménez-Pérez Javier Montalt-Tordera Jens Hooge Guillem Duran Ballester ... Sabrina Schroeder K. Siudak Julia Vienenkoetter Bettina Lawrenz Sadegh Mohammadi MedIm 30 8 0 15 Dec 2023
On the notion of Hallucinations from the lens of Bias and Validity in Synthetic CXR Images Gauri Bhardwaj Yuvaraj Govindarajulu Sundaraparipurnan Narayanan Pavan Kulkarni Manojkumar Somabhai Parmar MedIm DiffM 27 0 0 12 Dec 2023
Medical Vision Language Pretraining: A survey Prashant Shrestha Sanskar Amgain Bidur Khanal Cristian A. Linte Binod Bhattarai VLM 34 14 0 11 Dec 2023
Identifying Spurious Correlations using Counterfactual Alignment Joseph Paul Cohen Louis Blankemeier Akshay S. Chaudhari CML 55 1 0 01 Dec 2023
MAM-E: Mammographic synthetic image generation with diffusion models R. Montoya-del-Angel Karla Sam-Millan J. C. Vilanova Robert Martí MedIm 34 7 0 16 Nov 2023
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging Research Bardia Khosravi Frank Li Theo Dapamede Pouria Rouzrokh Cooper Gamble ... C. Wyles Andrew B. Sellergren S. Purkayastha Bradley J. Erickson J. Gichoya MedIm 36 17 0 15 Nov 2023
Sum-of-Parts: Self-Attributing Neural Networks with End-to-End Learning of Feature Groups Weiqiu You Helen Qu Marco Gatti Bhuvnesh Jain Eric Wong FAtt FaML 45 4 0 25 Oct 2023
BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys Yu Gu Jianwei Yang Naoto Usuyama Chun-yue Li Sheng Zhang M. Lungren Jianfeng Gao Hoifung Poon MedIm 30 22 0 16 Oct 2023
Utilizing Synthetic Data for Medical Vision-Language Pre-training: Bypassing the Need for Real Images Che Liu Anand Shah Wenjia Bai Rossella Arcucci MedIm 40 12 0 10 Oct 2023
MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images Yanwu Xu Li Sun Wei Peng Shyam Visweswaran Kayhan Batmanghelich MedIm DiffM 48 19 0 05 Oct 2023
How Can We Tame the Long-Tail of Chest X-ray Datasets? Arsh Verma OOD 31 2 0 08 Sep 2023
ViLLA: Fine-Grained Vision-Language Representation Learning from Real-World Data M. Varma Jean-Benoit Delbrouck Sarah Hooper Akshay S. Chaudhari C. Langlotz VLM CoGe 40 5 0 22 Aug 2023
Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review Aghiles Kebaili J. Lapuyade-Lahorgue S. Ruan MedIm 21 142 0 24 Jul 2023
A scoping review on multimodal deep learning in biomedical images and texts Zhaoyi Sun Mingquan Lin Qingqing Zhu Qianqian Xie Fei-Yue Wang Zhiyong Lu Yifan Peng 31 18 0 14 Jul 2023
Next Steps for Human-Centered Generative AI: A Technical Perspective Xiang Ánthony' Chen Jeff Burke Andrea Colaço Matthew K. Hong Jennifer Jacobs ... Dingzeyu Li Nanyun Peng Karl D. D. Willis Chien-Sheng Wu Bolei Zhou LLMAG 27 32 0 27 Jun 2023
DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology Marco Aversa Gabriel Nobis Miriam Hagele Kai Standvoss Mihaela Chirica ... D. Ivanova Wojciech Samek Frederick Klauschen B. Sanguinetti Luis Oala MedIm 27 19 0 23 Jun 2023
Data Augmentation for Seizure Prediction with Generative Diffusion Model Kai Shu Yuchang Zhao Le Wu Aiping Liu Ruobing Qian Xun Chen DiffM 27 13 0 14 Jun 2023
On the Challenges and Perspectives of Foundation Models for Medical Image Analysis Shaoting Zhang Dimitris N. Metaxas LM&MA VLM MedIm AI4CE 36 128 0 09 Jun 2023
Privacy Distillation: Reducing Re-identification Risk of Multimodal Diffusion Models Virginia Fernandez Pedro Sanchez W. H. Pinaya Grzegorz Jacenków Sotirios A. Tsaftaris Jorge Cardoso 29 17 0 02 Jun 2023