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DEEP GENERATIVE MODELS, DGM4MICCAI 2025

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Papers28
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Journal Papers 28
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Resolution Invariant Autoencoder
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deletePatel, Ashay; Antonelli, Michela; Ourselin, Sebastien; Cardoso, M. Jorge
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Hierarchical Diffusion Framework for Pseudo-healthy Brain MRI Inpainting with Enhanced 3D Consistency
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deleteKwark, Dou Hoon; Luo, Shirui; Zhu, Xiyue; Li, Yudu; Liang, Zhi-Pei; Kindratenko, Volodymyr
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Pre to Post-treatment Glioblastoma MRI Prediction Using a Latent Diffusion Model
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deleteLeclercq, Alexandre G.; Bougleux, Sebastien; Moreau, Noemie N.; Desmonts, Alexis; Herault, Romain; Corroyer-Dulmont, Aurelien
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MedSymmFlow: Bridging Generative Modeling and Classification in Medical Imaging Through Symmetrical Flow Matching
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deleteCaetano, Francisco; Abdi, Lemar; Viviers, Christiaan; Valiuddin, Amaan; van der Sommen, Fons
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Conditional Diffusion Models for Guided Anomaly Detection in Brain MRI Using Fluid-Driven Anomaly Randomization
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deleteAguila, Ana Lawry; Liu, Peirong; Puonti, Oula; Iglesias, Juan Eugenio
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3D CBCT Artefact Removal Using Perpendicular Score-Based Diffusion Models
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deleteSchaub, Susanne; Bieder, Florentin; Oliveira, Matheus L.; Wang, Yulan; Dagassan-Berndt, Dorothea; Bornstein, Michael M.; Cattin, Philippe C.
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CtrlEndoDiff: Diffusion-Based Synthetic Image Generation for Enhanced ACF Segmentation
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deleteAlbokhari, Rayan; Debnath, Bappaditya; Henry, Darrien; Johnson, Michael; Bailey, Adam; East, James E.; Rittscher, Jens
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Reconstruct or Generate: Exploring the Spectrum of Generative Modeling for Cardiac MRI
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deleteBubeck, Niklas; Zhang, Yundi; Shit, Suprosanna; Rueckert, Daniel; Pan, Jiazhen
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Latent Causal Modeling for 3D Brain MRI Counterfactuals
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deletePeng, Wei; Xia, Tian; Ribeiro, Fabio De Sousa; Bosschieter, Tomas; Adeli, Ehsan; Zhao, Qingyu; Glocker, Ben; Pohl, Kilian M.
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fastWDM3D: Fast and Accurate 3D Healthy Tissue Inpainting
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deleteDurrer, Alicia; Bieder, Florentin; Friedrich, Paul; Menze, Bjoern; Cattin, Philippe C.; Kofler, Florian
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Med-Art: Diffusion Transformer for 2D Medical Text-to-Image Generation
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deleteGuo, Changlu; Christensen, Anders Nymark; Hannemose, Morten Rieger
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EchoAdapter: Adapting Pretrained Image Diffusion Models for Cardiac Ultrasound Video Generation
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deleteWu, Junde; Miller, Renee; Sprem, Jurica; Grau, Vicente
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MedIL: Generating Arbitrary-Resolution Medical Images with Implicit Latent Spaces
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deleteSpears, Tyler; Zhu, Shen; Jin, Yinzhu; Shrivastava, Aman; Fletcher, P. Thomas
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Uncovering Aβ Accumulation Patterns via Multi-modal Latent Space Clustering Using Residual Diffusion Model
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deleteOu, Zaixin; Jiang, Caiwen; Liu, Yuxiao; Sun, Kaicong; Shen, Dinggang
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From Scope to Script: An Automated Report Generation Model for Gastrointestinal Endoscopy
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deleteKaklamanos, Evandros; Kristinsdottir, Kristjana; Huang, Jonathan; Carlson, Dustin; Keswani, Rajesh; Pandolfino, John; Etemadi, Mozziyar
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Tubular Anatomy-Aware 3D Semantically Conditioned Image Synthesis
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deleteJanelidze, Janluka; Folle, Lukas; Navab, Nassir; Azampour, Mohammad Farid
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Pixel Perfect MegaMed: A Megapixel-Scale Vision-Language Foundation Model for Generating High Resolution Medical Images
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deleteTehraniNasab, Zahra; Ni, Hujun; Kumar, Amar; Arbel, Tal
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Anatomically Guided 3D Diffusion Models for Synthetic Prostate MRI Generation
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deleteGiardina, Claudia; Vila-Bagaria, Sigrid; Albornes, Carlos; Pardas, Montse; Vilaplana, Veronica
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GANs vs. Diffusion Models for Virtual Staining with the HER2match Dataset
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deleteKlockner, Pascal; Teixeira, Jose; Montezuma, Diana; Cardoso, Jaime S.; Horlings, Hugo M.; Oliveira, Sara P.
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Leveraging Adversarial Learning for Pathological Fidelity in Virtual Staining
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deleteTeixeira, Jose; Klockner, Pascal; Montezuma, Diana; Cesur, Melis Erdal; Fraga, Joao; Horlings, Hugo M.; Cardoso, Jaime S.; Oliveira, Sara P.
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