Simulating Dynamic Tumor Contrast Enhancement in Breast MRI using Conditional Generative Adversarial Networks

Authors: Osuala, Richard, Joshi, Smriti, Tsirikoglou, Apostolia, Garrucho, Lidia, Pinaya, Walter H. L., Lang, Daniel M., Schnabel, Julia A., Diaz, Oliver, Lekadir, Karim

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2409.18872

On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models

Authors: Daum, Deniz, Osuala, Richard, Riess, Anneliese, Kaissis, Georgios, Schnabel, Julia A., Di Folco, Maxime

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2407.16405

Enhancing the Utility of Privacy-Preserving Cancer Classification using Synthetic Data

Authors: Osuala, Richard, Lang, Daniel M., Riess, Anneliese, Kaissis, Georgios, Szafranowska, Zuzanna, Skorupko, Grzegorz, Diaz, Oliver, Schnabel, Julia A., Lekadir, Karim

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2407.12669

Progressive Growing of Patch Size: Resource-Efficient Curriculum Learning for Dense Prediction Tasks

Authors: Fischer, Stefan M., Felsner, Lina, Osuala, Richard, Kiechle, Johannes, Lang, Daniel M., Peeken, Jan C., Schnabel, Julia A.

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2407.07853

A large-scale multicenter breast cancer DCE-MRI benchmark dataset with expert segmentations

Authors: Garrucho, Lidia, Kushibar, Kaisar, Reidel, Claire-Anne, Joshi, Smriti, Osuala, Richard, Tsirikoglou, Apostolia, Bobowicz, Maciej, del Riego, Javier, Catanese, Alessandro, Gwoździewicz, Katarzyna, Cosaka, Maria-Laura, Abo-Elhoda, Pasant M., Tantawy, Sara W., Sakrana, Shorouq S., Shawky-Abdelfatah, Norhan O., Abdo-Salem, Amr Muhammad, Kozana, Androniki, Divjak, Eugen, Ivanac, Gordana, Nikiforaki, Katerina, Klontzas, Michail E., García-Dosdá, Rosa, Gulsun-Akpinar, Meltem, Lafcı, Oğuz, Mann, Ritse, Martín-Isla, Carlos, Prior, Fred, Marias, Kostas, Starmans, Martijn P. A., Strand, Fredrik, Díaz, Oliver, Igual, Laura, Lekadir, Karim

Source: Sci Data 12, 453 (2025)

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Databases

Access URL: http://arxiv.org/abs/2406.13844

Mitigating annotation shift in cancer classification using single image generative models

Authors: Arcas, Marta Buetas, Osuala, Richard, Lekadir, Karim, Díaz, Oliver

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2405.19754

Debiasing Cardiac Imaging with Controlled Latent Diffusion Models

Authors: Skorupko, Grzegorz, Osuala, Richard, Szafranowska, Zuzanna, Kushibar, Kaisar, Aung, Nay, Petersen, Steffen E, Lekadir, Karim, Gkontra, Polyxeni

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2403.19508

Towards Learning Contrast Kinetics with Multi-Condition Latent Diffusion Models

Authors: Osuala, Richard, Lang, Daniel M., Verma, Preeti, Joshi, Smriti, Tsirikoglou, Apostolia, Skorupko, Grzegorz, Kushibar, Kaisar, Garrucho, Lidia, Pinaya, Walter H. L., Diaz, Oliver, Schnabel, Julia A., Lekadir, Karim

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2403.13890

Pre- to Post-Contrast Breast MRI Synthesis for Enhanced Tumour Segmentation

Authors: Osuala, Richard, Joshi, Smriti, Tsirikoglou, Apostolia, Garrucho, Lidia, Pinaya, Walter H. L., Diaz, Oliver, Lekadir, Karim

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2311.10879

Revisiting Skin Tone Fairness in Dermatological Lesion Classification

Authors: Kalb, Thorsten, Kushibar, Kaisar, Cintas, Celia, Lekadir, Karim, Diaz, Oliver, Osuala, Richard

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Computers and Society, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2308.09640

FUTURE-AI: International consensus guideline for trustworthy and deployable artificial intelligence in healthcare

Authors: Lekadir, Karim, Feragen, Aasa, Fofanah, Abdul Joseph, Frangi, Alejandro F, Buyx, Alena, Emelie, Anais, Lara, Andrea, Porras, Antonio R, Chan, An-Wen, Navarro, Arcadi, Glocker, Ben, Botwe, Benard O, Khanal, Bishesh, Beger, Brigit, Wu, Carol C, Cintas, Celia, Langlotz, Curtis P, Rueckert, Daniel, Mzurikwao, Deogratias, Fotiadis, Dimitrios I, Zhussupov, Doszhan, Ferrante, Enzo, Meijering, Erik, Weicken, Eva, González, Fabio A, Asselbergs, Folkert W, Prior, Fred, Krestin, Gabriel P, Collins, Gary, Tegenaw, Geletaw S, Kaissis, Georgios, Misuraca, Gianluca, Tsakou, Gianna, Dwivedi, Girish, Kondylakis, Haridimos, Jayakody, Harsha, Woodruf, Henry C, Mayer, Horst Joachim, Aerts, Hugo JWL, Walsh, Ian, Chouvarda, Ioanna, Buvat, Irène, Tributsch, Isabell, Rekik, Islem, Duncan, James, Kalpathy-Cramer, Jayashree, Zahir, Jihad, Park, Jinah, Mongan, John, Gichoya, Judy W, Schnabel, Julia A, Kushibar, Kaisar, Riklund, Katrine, Mori, Kensaku, Marias, Kostas, Amugongo, Lameck M, Fromont, Lauren A, Maier-Hein, Lena, Alberich, Leonor Cerdá, Rittner, Leticia, Phiri, Lighton, Marrakchi-Kacem, Linda, Donoso-Bach, Lluís, Martí-Bonmatí, Luis, Cardoso, M Jorge, Bobowicz, Maciej, Shabani, Mahsa, Tsiknakis, Manolis, Zuluaga, Maria A, Bielikova, Maria, Fritzsche, Marie-Christine, Camacho, Marina, Linguraru, Marius George, Wenzel, Markus, De Bruijne, Marleen, Tolsgaard, Martin G, Ghassemi, Marzyeh, Ashrafuzzaman, Md, Goisauf, Melanie, Yaqub, Mohammad, Abadía, Mónica Cano, Mahmoud, Mukhtar M E, Elattar, Mustafa, Rieke, Nicola, Papanikolaou, Nikolaos, Lazrak, Noussair, Díaz, Oliver, Salvado, Olivier, Pujol, Oriol, Sall, Ousmane, Guevara, Pamela, Gordebeke, Peter, Lambin, Philippe, Brown, Pieta, Abolmaesumi, Purang, Dou, Qi, Lu, Qinghua, Osuala, Richard, Nakasi, Rose, Zhou, S Kevin, Napel, Sandy, Colantonio, Sara, Albarqouni, Shadi, Joshi, Smriti, Carter, Stacy, Klein, Stefan, Petersen, Steffen E, Aussó, Susanna, Awate, Suyash, Raviv, Tammy Riklin, Cook, Tessa, Mutsvangwa, Tinashe E M, Rogers, Wendy A, Niessen, Wiro J, Puig-Bosch, Xènia, Zeng, Yi, Mohammed, Yunusa G, Aquino, Yves Saint James, Salahuddin, Zohaib, Starmans, Martijn P A

Subject Terms: Computer Science - Computers and Society, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, I.2.0, I.4.0, I.5.0

Access URL: http://arxiv.org/abs/2309.12325

Towards Interpretable Summary Evaluation via Allocation of Contextual Embeddings to Reference Text Topics

Authors: Schaper, Ben, Lohse, Christopher, Streile, Marcell, Giovannini, Andrea, Osuala, Richard

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2210.14174

medigan: a Python library of pretrained generative models for medical image synthesis

Authors: Osuala, Richard, Skorupko, Grzegorz, Lazrak, Noussair, Garrucho, Lidia, García, Eloy, Joshi, Smriti, Jouide, Socayna, Rutherford, Michael, Prior, Fred, Kushibar, Kaisar, Diaz, Oliver, Lekadir, Karim

Source: Journal of Medical Imaging 10.6 (2023) 061403

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, I.4.0, I.2.0, I.5.1

Access URL: http://arxiv.org/abs/2209.14472

High-resolution synthesis of high-density breast mammograms: Application to improved fairness in deep learning based mass detection

Authors: Garrucho, Lidia, Kushibar, Kaisar, Osuala, Richard, Diaz, Oliver, Catanese, Alessandro, del Riego, Javier, Bobowicz, Maciej, Strand, Fredrik, Igual, Laura, Lekadir, Karim

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2209.09809

Sharing Generative Models Instead of Private Data: A Simulation Study on Mammography Patch Classification

Authors: Szafranowska, Zuzanna, Osuala, Richard, Breier, Bennet, Kushibar, Kaisar, Lekadir, Karim, Diaz, Oliver

Source: 16th International Workshop on Breast Imaging (IWBI2022). 12286. 2022. 169 -- 177

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, I.2.0, I.4.0, I.5.0, J.3

Access URL: http://arxiv.org/abs/2203.04961

FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging

Authors: Lekadir, Karim, Osuala, Richard, Gallin, Catherine, Lazrak, Noussair, Kushibar, Kaisar, Tsakou, Gianna, Aussó, Susanna, Alberich, Leonor Cerdá, Marias, Kostas, Tsiknakis, Manolis, Colantonio, Sara, Papanikolaou, Nickolas, Salahuddin, Zohaib, Woodruff, Henry C, Lambin, Philippe, Martí-Bonmatí, Luis

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2109.09658

Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging

Authors: Osuala, Richard, Kushibar, Kaisar, Garrucho, Lidia, Linardos, Akis, Szafranowska, Zuzanna, Klein, Stefan, Glocker, Ben, Diaz, Oliver, Lekadir, Karim

Source: Medical Image Analysis (2022)

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2107.09543

Nn-UNet Training on CycleGAN-Translated Images for Cross-modal Domain Adaptation in Biomedical Imaging
7th International brain lesion workshop, MICCAI

Authors: Joshi, Smriti, Osuala, Richard, Martín-Isla, Carlos, Campello, Victor M., Sendra-Balcells, Carla, Lekadir, Karim, Escalera, Sergio

Source: Lecture notes in computer science. 12963:540-554

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN607724001&indx=1&recIds=ETOCCN607724001

Visualization of patient specific disease risk prediction

Authors: Osuala, Richard, Arandjelovic, Ognjen

Source: 2017 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI) Biomedical & Health Informatics (BHI), 2017 IEEE EMBS International Conference on. :241-244 2017

Relation: 2017 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI)

A large-scale multicenter breast cancer DCE-MRI benchmark dataset with expert segmentations.

Authors: Garrucho, Lidia, Kushibar, Kaisar, Reidel, Claire-Anne, Joshi, Smriti, Osuala, Richard, Tsirikoglou, Apostolia, Bobowicz, Maciej, del Riego, Javier, Catanese, Alessandro, Gwoździewicz, Katarzyna, Cosaka, Maria-Laura, Abo-Elhoda, Pasant M., Tantawy, Sara W., Sakrana, Shorouq S., Shawky-Abdelfatah, Norhan O., Salem, Amr Muhammad Abdo, Kozana, Androniki, Divjak, Eugen, Ivanac, Gordana, Nikiforaki, Katerina

Source: Scientific Data; 3/19/2025, Vol. 12 Issue 1, p1-14, 14p