Distribution Matching Losses Can Hallucinate Features in Medical Image Translation

22 May 2018

Papers citing "Distribution Matching Losses Can Hallucinate Features in Medical Image Translation"

49 / 49 papers shown

Title
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse Problems Jeffrey Wen Rizwan Ahmad Philip Schniter 29 0 0 14 May 2025
Simulating Dynamic Tumor Contrast Enhancement in Breast MRI using Conditional Generative Adversarial Networks Richard Osuala Smriti Joshi Apostolia Tsirikoglou Lidia Garrucho Walter H. L. Pinaya Daniel M. Lang J. Schnabel Oliver Díaz Karim Lekadir MedIm 38 0 0 27 Sep 2024
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images Marc S. Seibel H. Uzunova Timo Kepp Heinz Handels MedIm 26 0 0 08 Apr 2024
StegoGAN: Leveraging Steganography for Non-Bijective Image-to-Image Translation Sidi Wu Yizi Chen Samuel Mermet L. Hurni Konrad Schindler Nicolas Gonthier Loic Landrieu GAN 35 8 0 29 Mar 2024
SISMIK for brain MRI: Deep-learning-based motion estimation and model-based motion correction in k-space Oscar Dabrowski J. Falcone A. Klauser J. Songeon Michel Kocher B. Chopard François Lazeyras S. Courvoisier MedIm 24 1 0 20 Dec 2023
ProtoKD: Learning from Extremely Scarce Data for Parasite Ova Recognition Shubham Trehan U. Ramachandran Ruth Scimeca Sathyanarayanan N. Aakur 21 0 0 18 Sep 2023
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation Malo de Boisredon Eugene Vorontsov W. Le Samuel Kadoury MedIm ViT 27 0 0 17 Sep 2023
Generalizable synthetic MRI with physics-informed convolutional networks Luuk Jacobs S. Mandija Hongyan Liu C. D. Berg A. Sbrizzi M. Maspero OOD MedIm 19 2 0 21 May 2023
Low-field magnetic resonance image enhancement via stochastic image quality transfer Hongxiang Lin Matteo Figini F. D’Arco G. Ogbole Ryutaro Tanno ... D. Carmichael I. Lagunju J. Cross D. Fernández-Reyes Daniel C. Alexander 37 20 0 26 Apr 2023
Digital staining in optical microscopy using deep learning -- a review Lucas Kreiss Shaowei Jiang Xiang Li Shiqi Xu Kevin C Zhou ... Seung Ah Lee G. Zheng Kyle J. Lafata O. Friedrich R. Horstmeyer 56 14 0 14 Mar 2023
Simulator-Based Self-Supervision for Learned 3D Tomography Reconstruction Onni Kosomaa S. Laine Tero Karras M. Aittala J. Lehtinen 25 2 0 14 Dec 2022
CycleGANWM: A CycleGAN watermarking method for ownership verification Dongdong Lin B. Tondi Bin Li Mauro Barni GAN 40 7 0 24 Nov 2022
Data Models for Dataset Drift Controls in Machine Learning With Optical Images Luis Oala Marco Aversa Gabriel Nobis Kurt Willis Yoan Neuenschwander ... E. Pomarico Wojciech Samek Roderick Murray-Smith Christoph Clausen B. Sanguinetti 28 5 0 04 Nov 2022
What can we learn about a generated image corrupting its latent representation? A. Tomczak Aarush Gupta Slobodan Ilic Nassir Navab Shadi Albarqouni GAN MedIm 30 4 0 12 Oct 2022
High-resolution synthesis of high-density breast mammograms: Application to improved fairness in deep learning based mass detection Lidia Garrucho Kaisar Kushibar Richard Osuala Oliver Díaz Alessandro Catanese Javier del Riego Maciej Bobowicz Fredrik Strand Laura Igual Karim Lekadir MedIm 27 18 0 20 Sep 2022
Optimizing transformations for contrastive learning in a differentiable framework Camille Ruppli Pietro Gori R. Ardon Isabelle Bloch MedIm 33 2 0 27 Jul 2022
BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks Uddeshya Upadhyay Shyamgopal Karthik Yanbei Chen Massimiliano Mancini Zeynep Akata UQCV BDL 35 22 0 14 Jul 2022
NeuRegenerate: A Framework for Visualizing Neurodegeneration S. Boorboor Shawn Mathew M. Ananth D. Talmage L. Role Arie Kaufman MedIm 21 3 0 02 Feb 2022
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis Muhammad Muneeb Saad Ruairi O'Reilly M. H. Rehmani MedIm 44 35 0 19 Jan 2022
Deblurring via Stochastic Refinement Jay Whang M. Delbracio Hossein Talebi Chitwan Saharia A. Dimakis P. Milanfar DiffM 39 265 0 05 Dec 2021
High Fidelity Deep Learning-based MRI Reconstruction with Instance-wise Discriminative Feature Matching Loss Ke Wang Jonathan I. Tamir A. D. Goyeneche U. Wollner R. Brada Stella X. Yu Michael Lustig 15 18 0 27 Aug 2021
Appearance Based Deep Domain Adaptation for the Classification of Aerial Images D. Wittich Franz Rottensteiner 30 46 0 17 Aug 2021
Synth-by-Reg (SbR): Contrastive learning for synthesis-based registration of paired images Adrià Casamitjana M. Mancini Juan Eugenio Iglesias MedIm 24 14 0 30 Jul 2021
Structure-Preserving Multi-Domain Stain Color Augmentation using Style-Transfer with Disentangled Representations S. J. Wagner Nadieh Khalili Raghav Sharma Melanie Boxberg Carsten Marr Walter de Back Tingying Peng OOD MedIm 18 51 0 26 Jul 2021
Mutually improved endoscopic image synthesis and landmark detection in unpaired image-to-image translation Lalith Sharan Gabriele Romano Sven Koehler Halvar Kelm M. Karck R. de Simone Sandy Engelhardt MedIm 32 28 0 14 Jul 2021
METGAN: Generative Tumour Inpainting and Modality Synthesis in Light Sheet Microscopy Izabela Horvath Johannes C. Paetzold Oliver Schoppe Rami Al-Maskari Ivan Ezhov Suprosanna Shit Hongwei Bran Li Ali Ertuerk Bjoern H. Menze MedIm 29 9 0 22 Apr 2021
MR-Contrast-Aware Image-to-Image Translations with Generative Adversarial Networks Jonas Denck J. Guehring Andreas Maier E. Rothgang GAN MedIm 29 26 0 03 Apr 2021
Multitask 3D CBCT-to-CT Translation and Organs-at-Risk Segmentation Using Physics-Based Data Augmentation N. Dahiya S. Alam Pengpeng Zhang Si-Yuan Zhang A. Yezzi Saad Nadeem 22 29 0 09 Mar 2021
Gifsplanation via Latent Shift: A Simple Autoencoder Approach to Counterfactual Generation for Chest X-rays Joseph Paul Cohen Rupert Brooks Sovann En Evan Zucker Anuj Pareek M. Lungren Akshay S. Chaudhari FAtt MedIm 37 4 0 18 Feb 2021
Segmentation-Renormalized Deep Feature Modulation for Unpaired Image Harmonization Mengwei Ren Neel Dey J. Fishbaugh Guido Gerig MedIm 105 38 0 11 Feb 2021
Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrast Juan Eugenio Iglesias Benjamin Billot Yael Balbastre A. Tabari J. Conklin Daniel C. Alexander Polina Golland B. Edlow Bruce Fischl 42 100 0 24 Dec 2020
Projected Distribution Loss for Image Enhancement M. Delbracio Hossein Talebi P. Milanfar SupR 18 35 0 16 Dec 2020
Video Generative Adversarial Networks: A Review Nuha Aldausari Arcot Sowmya Nadine Marcus Gelareh Mohammadi EGVM 21 102 0 04 Nov 2020
Adversarial Robust Training of Deep Learning MRI Reconstruction Models Francesco Calivá Kaiyang Cheng Rutwik Shah V. Pedoia OOD AAML MedIm 27 10 0 30 Oct 2020
Handling confounding variables in statistical shape analysis -- application to cardiac remodelling G. Bernardino O. Benkarim M. S. Garza S. Prat-Gonzàlez Álvaro Sepulveda-Martinez F. Crispi M. Sitges M. D. Craene B. Bijnens M. A. G. Ballester 6 13 0 28 Jul 2020
PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation Jue Jiang Yu-chi Hu N. Tyagi A. Rimner N. Lee Joseph O. Deasy S. Berry Harini Veeraraghavan OOD MedIm 16 40 0 18 Jul 2020
Self domain adapted network Yufan He A. Carass Lianrui Zuo Blake E Dewey Jerry L. Prince OOD 19 29 0 07 Jul 2020
3D Tomographic Pattern Synthesis for Enhancing the Quantification of COVID-19 Siqi Liu Bogdan Georgescu Zhoubing Xu Y. Yoo G. Chabin ... Brian Teixeira A. Balachandran R. Vishwanath Thomas J. Re Dorin Comaniciu 41 18 0 05 May 2020
Visualisation of Medical Image Fusion and Translation for Accurate Diagnosis of High Grade Gliomas Nishant Kumar Nico Hoffmann M. Kirsch Stefan Gumhold MedIm 11 3 0 26 Jan 2020
Deep Semantic Segmentation of Natural and Medical Images: A Review Saeid Asgari Taghanaki Kumar Abhishek Joseph Paul Cohen Julien Cohen-Adad Ghassan Hamarneh SSeg VLM 45 667 0 16 Oct 2019
Deep Learning for Low-Field to High-Field MR: Image Quality Transfer with Probabilistic Decimation Simulator Hongxiang Lin Matteo Figini Ryutaro Tanno Stefano B. Blumberg Enrico Kaden ... D. Carmichael I. Lagunju Helen J. Cross D. Fernández-Reyes Daniel C. Alexander MedIm 12 21 0 15 Sep 2019
Learning with Known Operators reduces Maximum Training Error Bounds Andreas Maier Christopher Syben Bernhard Stimpel Tobias Würfl M. Hoffmann Frank Schebesch Weilin Fu L. Mill L. Kling S. Christiansen 30 108 0 03 Jul 2019
Towards annotation-efficient segmentation via image-to-image translation Eugene Vorontsov Pavlo Molchanov Christopher Beckham Jan Kautz Samuel Kadoury MedIm 15 13 0 02 Apr 2019
Harmonic Unpaired Image-to-image Translation Rui Zhang Tomas Pfister Jia Li GAN 16 48 0 26 Feb 2019
Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System Joseph Paul Cohen Paul Bertin Vincent Frappier OOD MedIm 37 68 0 31 Jan 2019
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth Yuankai Huo Zhoubing Xu Hyeonsoo Moon Shunxing Bao A. Assad T. Moyo M. Savona R. Abramson Bennett A. Landman MedIm 40 225 0 15 Oct 2018
Generating Diffusion MRI scalar maps from T1 weighted images using generative adversarial networks Xuan Gu H. Knutsson Markus Nilsson Anders Eklund DiffM MedIm 9 29 0 05 Oct 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,370 0 19 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 18 408 0 13 Sep 2018