Cover Image

Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bench, Ciaran, Ahmed, Emir, Thomas, Spencer A.
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition Medical Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Style transfer as data augmentation: evaluating unpaired image-to-image translation models in mammography
by: Ahmed, Emir, et al.
Published: (2025)

Inter-vendor harmonization of Computed Tomography (CT) reconstruction kernels using unpaired image translation
by: Krishnan, Aravind R., et al.
Published: (2023)

Multi-dynamic deep image prior for cardiac MRI
by: Vornehm, Marc, et al.
Published: (2024)

Report on the AAPM Grand Challenge on deep generative modeling for learning medical image statistics
by: Deshpande, Rucha, et al.
Published: (2024)

Cancer cytoplasm segmentation in hyperspectral cell image with data augmentation
by: Sultana, Rebeka, et al.
Published: (2025)

Evaluating structural uncertainty in accelerated MRI: are voxelwise measures useful surrogates?
by: Trautmann, Luca L. C., et al.
Published: (2025)

GACELLE: GPU-accelerated tools for model parameter estimation and image reconstruction
by: Chan, Kwok-Shing, et al.
Published: (2025)

GS-DOT: Gaussian splatting-based image reconstruction for diffuse optical tomography
by: Jiang, Jingjing
Published: (2026)

Framing image registration as a landmark detection problem for label-noise-aware task representation (HitR)
by: Waldmannstetter, Diana, et al.
Published: (2023)

Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection
by: Kc, Prabhat, et al.
Published: (2024)

Analysis of effectiveness of thresholding in perfusion ROI detection on T2-weighted MR images with abnormal brain anatomy
by: Alkhimova, Svitlana, et al.
Published: (2019)

Synthesizing beta-amyloid PET images from T1-weighted Structural MRI: A Preliminary Study
by: Lyu, Qing, et al.
Published: (2024)

Visual question answering-based image-finding generation for pulmonary nodules on chest CT from structured annotations
by: Nagao, Maiko, et al.
Published: (2026)

Joint image reconstruction and segmentation of real-time cardiac MRI in free-breathing using a model based on disentangled representation learning
by: Wech, Tobias, et al.
Published: (2024)

Multi-contrast laser endoscopy for in vivo gastrointestinal imaging
by: Bobrow, Taylor L., et al.
Published: (2025)

CheXmask: a large-scale dataset of anatomical segmentation masks for multi-center chest x-ray images
by: Gaggion, Nicolás, et al.
Published: (2023)

Experts' cognition-driven ensemble deep learning for external validation of predicting pathological complete response to neoadjuvant chemotherapy from histological images in breast cancer
by: Yang, Yongquan, et al.
Published: (2023)

Estimation of 3T MR images from 1.5T images regularized with Physics based Constraint
by: Kaur, Prabhjot, et al.
Published: (2024)

Anatomy-constrained modelling of image-derived input functions in dynamic PET using multi-organ segmentation
by: Langer, Valentin, et al.
Published: (2025)

Performance of GAN-based augmentation for deep learning COVID-19 image classification
by: Fedoruk, Oleksandr, et al.
Published: (2023)

Physical foundations for trustworthy medical imaging: a review for artificial intelligence researchers
by: Cobo, Miriam, et al.
Published: (2025)

Deep learning-based conditional inpainting for restoration of artifact-affected 4D CT images
by: Madesta, Frederic, et al.
Published: (2022)

Deformable Image Registration of Dark-Field Chest Radiographs for Local Lung Signal Change Assessment
by: Drexel, Fabian, et al.
Published: (2025)

ICHOR: A Robust Representation Learning Approach for ASL CBF Maps with Self-Supervised Masked Autoencoders
by: Beltran-Urbano, Xavier, et al.
Published: (2026)

Objective Task-based Evaluation of Quantitative Medical Imaging Methods: Emerging Frameworks and Future Directions
by: Liu, Yan, et al.
Published: (2025)

Revealing unforeseen diagnostic image features with deep learning by detecting cardiovascular diseases from apical four-chamber ultrasounds
by: Cheng, Li-Hsin, et al.
Published: (2021)

Unsupervised dynamic modeling of medical image transformation
by: Gunnarsson, Niklas, et al.
Published: (2021)

A cascaded deep network for automated tumor detection and segmentation in clinical PET imaging of diffuse large B-cell lymphoma
by: Ahamed, Shadab, et al.
Published: (2024)

BlurryScope enables compact, cost-effective scanning microscopy for HER2 scoring using deep learning on blurry images
by: Fanous, Michael John, et al.
Published: (2024)

Robustness Testing of Black-Box Models Against CT Degradation Through Test-Time Augmentation
by: Highton, Jack, et al.
Published: (2024)

Robust Real-time Segmentation of Bio-Morphological Features in Human Cherenkov Imaging during Radiotherapy via Deep Learning
by: Wang, Shiru, et al.
Published: (2024)

Towards AI Lesion Tracking in PET/CT Imaging: A Siamese-based CNN Pipeline applied on PSMA PET/CT Scans
by: Hein, Stefan P., et al.
Published: (2024)

MRpro - open PyTorch-based MR reconstruction and processing package
by: Zimmermann, Felix Frederik, et al.
Published: (2025)

Augment to Augment: Diverse Augmentations Enable Competitive Ultra-Low-Field MRI Enhancement
by: Zimmermann, Felix F
Published: (2025)

UltraDfeGAN: Detail-Enhancing Generative Adversarial Networks for High-Fidelity Functional Ultrasound Synthesis
by: Li, Zhuo, et al.
Published: (2025)

Generation of Chest CT pulmonary Nodule Images by Latent Diffusion Models using the LIDC-IDRI Dataset
by: Urata, Kaito, et al.
Published: (2026)

High-Resolution Magnetic Particle Imaging System Matrix Recovery Using a Vision Transformer with Residual Feature Network
by: Khair, Abuobaida M., et al.
Published: (2025)

Semantic contrastive learning for orthogonal X-ray computed tomography reconstruction
by: Dong, Jiashu, et al.
Published: (2025)

Cross-attention learning enables real-time nonuniform rotational distortion correction in OCT
by: Zhang, Haoran, et al.
Published: (2023)

Cross-Age and Cross-Site Domain Shift Impacts on Deep Learning-Based White Matter Fiber Estimation in Newborn and Baby Brains
by: Lin, Rizhong, et al.
Published: (2023)