Need for Objective Task-based Evaluation of Deep Learning-Based
Denoising Methods: A Study in the Context of Myocardial Perfusion SPECT

Need for Objective Task-based Evaluation of Deep Learning-Based Denoising Methods: A Study in the Context of Myocardial Perfusion SPECT

3 March 2023

Md Ashequr Rahman

Richard Laforest

Barry A. Siegel

Papers citing "Need for Objective Task-based Evaluation of Deep Learning-Based Denoising Methods: A Study in the Context of Myocardial Perfusion SPECT"

11 / 11 papers shown

Title
Investigating the limited performance of a deep-learning-based SPECT denoising approach: An observer-study-based characterization Zitong Yu Md Ashequr Rahman Abhinav K. Jha 35 12 0 03 Mar 2022
Deep neural networks-based denoising models for CT imaging and their efficacy Prabhat Kc R. Zeng M. M. Farhangi Kyle J. Myers 19 20 0 18 Nov 2021
Impact of deep learning-based image super-resolution on binary signal detection Xiaohui Zhang Varun A. Kelkar Jason L. Granstedt Hua Li M. Anastasio MedIm 37 23 0 06 Jul 2021
Deep Learning for Low-Dose CT Denoising Maryam Gholizadeh-Ansari J. Alirezaie P. Babyn MedIm 34 115 0 25 Feb 2019
Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss Tran Minh Quan Thanh Nguyen-Duc W. Jeong GAN MedIm 78 540 0 03 Sep 2017
Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss Qingsong Yang Pingkun Yan Yanbo Zhang Hengyong Yu Yongyi Shi X. Mou Mannudeep K. Kalra Ge Wang GAN MedIm 61 1,193 0 03 Aug 2017
A Cascaded Convolutional Neural Network for X-ray Low-dose CT Image Denoising Dufan Wu Kyungsang Kim Xiaofeng Liu Quanzheng Li MedIm OOD 81 65 0 11 May 2017
Low-Dose CT with a Residual Encoder-Decoder Convolutional Neural Network (RED-CNN) Hu Chen Yi Zhang Mannudeep K. Kalra Feng Lin Yang Chen Peixi Liao Jiliu Zhou Ge Wang MedIm 100 1,299 0 01 Feb 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.6K 192,638 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.3K 76,547 0 18 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.1K 149,474 0 22 Dec 2014