Evaluation of pseudo-healthy image reconstruction for anomaly detection
with deep generative models: Application to brain FDG PET

Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PET

29 January 2024

Camille Brianceau

Papers citing "Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PET"

8 / 8 papers shown

Title
TauAD: MRI-free Tau Anomaly Detection in PET Imaging via Conditioned Diffusion Models Lujia Zhong Shuo Huang Jiaxin Yue Jianwei Zhang Zhiwei Deng Wenhao Chi Yonggang Shi MedIm 24 0 0 21 May 2024
Leveraging healthy population variability in deep learning unsupervised anomaly detection in brain FDG PET Maelys Solal Ravi Hassanaly Ninon Burgos 27 2 0 20 Nov 2023
Pythae: Unifying Generative Autoencoders in Python -- A Benchmarking Use Case Clément Chadebec Louis J. Vincent S. Allassonnière DRL 34 28 0 16 Jun 2022
StRegA: Unsupervised Anomaly Detection in Brain MRIs using a Compact Context-encoding Variational Autoencoder S. Chatterjee Alessandro Sciarra M. Dünnwald Pavan Tummala Shubham Agrawal Aishwarya Jauhari Aman Kalra S. Oeltze-Jafra Oliver Speck A. Nürnberger DRL 23 16 0 31 Jan 2022
Learn-Morph-Infer: a new way of solving the inverse problem for brain tumor modeling Ivan Ezhov Kevin Scibilia Katharina Franitza Felix Steinbauer Suprosanna Shit ... Diana Waldmannstetter M. Menten M. Metz Benedikt Wiestler Bjoern H. Menze 44 26 0 07 Nov 2021
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 120 57 0 12 Dec 2020
MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction Changhee Han L. Rundo K. Murao T. Noguchi Yuki Shimahara Z. '. Milacski S. Koshino Evis Sala Hideki Nakayama Shinichi Satoh MedIm 86 159 0 24 Jul 2020
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,608 0 19 Feb 2017