Towards Lower-Dose PET using Physics-Based Uncertainty-Aware Multimodal
Learning with Robustness to Out-of-Distribution Data

Towards Lower-Dose PET using Physics-Based Uncertainty-Aware Multimodal Learning with Robustness to Out-of-Distribution Data

21 July 2021

Viswanath P. Sudarshan

Uddeshya Upadhyay

Gary F. Egan

Zhaolin Chen

Suyash P. Awate

ArXiv (abs)PDF HTML

Papers citing "Towards Lower-Dose PET using Physics-Based Uncertainty-Aware Multimodal Learning with Robustness to Out-of-Distribution Data"

15 / 15 papers shown

Title
Physical foundations for trustworthy medical imaging: a review for artificial intelligence researchers Miriam Cobo David Corral Fontecha Wilson Silva Lara Lloret Iglesias OOD MedIm AI4CE 71 0 0 28 Apr 2025
Deep kernel representations of latent space features for low-dose PET-MR imaging robust to variable dose reduction Cameron Pain Yasmeen George Alex Fornito Gary Egan Zhiwen Chen MedIm 45 0 0 10 Sep 2024
HypUC: Hyperfine Uncertainty Calibration with Gradient-boosted Corrections for Reliable Regression on Imbalanced Electrocardiograms Uddeshya Upadhyay S. Bade Arjun Puranik S. Asfahan Melwin Babu ... S. Asirvatham Ashim Prasad A. Rajasekharan S. Awasthi R. Barve OOD 57 3 0 23 Nov 2023
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 99 27 0 09 Oct 2023
ProbVLM: Probabilistic Adapter for Frozen Vision-Language Models Uddeshya Upadhyay Shyamgopal Karthik Massimiliano Mancini Zeynep Akata MLLM VLM 84 4 0 01 Jul 2023
Estimating Uncertainty in PET Image Reconstruction via Deep Posterior Sampling Tin Vlašić Tomislav Matulić D. Seršić MedIm 66 2 0 07 Jun 2023
USIM-DAL: Uncertainty-aware Statistical Image Modeling-based Dense Active Learning for Super-resolution Vikrant Rangnekar Uddeshya Upadhyay Zeynep Akata Biplab Banerjee 72 4 0 27 May 2023
PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification Mevan Ekanayake Kamlesh Pawar Gary Egan Zhaolin Chen UQCV 50 0 0 28 Feb 2023
Likelihood Annealing: Fast Calibrated Uncertainty for Regression Uddeshya Upadhyay Jae Myung Kim Cordelia Schmidt Bernhard Schölkopf Zeynep Akata BDL UQCV 91 1 0 21 Feb 2023
A Review of Uncertainty Estimation and its Application in Medical Imaging K. Zou Zhihao Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu UQCV 127 92 0 16 Feb 2023
Generalized Product-of-Experts for Learning Multimodal Representations in Noisy Environments Abhinav Joshi Naman K. Gupta Jinang Shah Binod Bhattarai Ashutosh Modi Danail Stoyanov OffRL 64 2 0 07 Nov 2022
PET image denoising based on denoising diffusion probabilistic models Kuang Gong Keith A. Johnson Xiaofeng Liu Quanzheng Li T. Pan DiffM MedIm 111 81 0 13 Sep 2022
BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks Uddeshya Upadhyay Shyamgopal Karthik Yanbei Chen Massimiliano Mancini Zeynep Akata UQCV BDL 105 23 0 14 Jul 2022
Robustness via Uncertainty-aware Cycle Consistency Uddeshya Upadhyay Yanbei Chen Zeynep Akata 91 21 0 24 Oct 2021
Uncertainty-aware GAN with Adaptive Loss for Robust MRI Image Enhancement Uddeshya Upadhyay Viswanath P. Sudarshan Suyash P. Awate MedIm 99 21 0 07 Oct 2021