Mariano Cabezas

Joined

November 2022

Names

Mariano Cabezas (Preferred)

Emails

****@sydney.edu.au (Confirmed)

Personal Links

Career & Education History

Postdoc

University of Sydney (sydney.edu.au)

2020 – 2023

Postdoc

Universitat de Girona (udg.edu)

2015 – 2019

Postdoc

Vall d'Hebron Institut de Recerca (vhir.org)

2014 – 2015

PhD student

Universitat de Girona (udg.edu)

2010 – 2013

MS student

Universitat de Girona (udg.edu)

2009 – 2010

Undergrad student

Universitat de Girona (udg.edu)

2004 – 2009

Advisors, Relations & Conflicts

PhD Advisor

Xavier Llado

2010 – 2013

PhD Advisor

Arnau Oliver

2010 – 2013

Expertise

Deep learning

2016 – 2022

Medical image analysis

2010 – 2022

Image segmentation

2010 – 2022

Publications

Precise Few-shot Fat-free Thigh Muscle Segmentation in T1-weighted MRI
Sheng Chen, Zihao Tang, Dongnan Liu, Ché Fornusek, Michael Barnett, Chenyu Wang, Mariano Cabezas, Weidong Cai
- Published: 01 Jan 2023, Last Modified: 15 May 2023
- CoRR 2023
- Readers: Everyone
TW-BAG: Tensor-wise Brain-aware Gate Network for Inpainting Disrupted Diffusion Tensor Imaging
Zihao Tang, Xinyi Wang, Lihaowen Zhu, Mariano Cabezas, Dongnan Liu, Michael Barnett, Weidong Cai, Chengyu Wang
- 2022 (modified: 04 Nov 2022)
- CoRR 2022
- Readers: Everyone
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications
Yang Ma, Chaoyi Zhang, Mariano Cabezas, Yang Song, Zihao Tang, Dongnan Liu, Weidong Cai, Michael Barnett, Chenyu Wang
- 2022 (modified: 04 Nov 2022)
- IEEE J. Biomed. Health Informatics 2022
- Readers: Everyone
MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning
Dongnan Liu, Mariano Cabezas, Dongang Wang, Zihao Tang, Lei Bai, Geng Zhan, Yuling Luo, Kain Kyle, Linda Ly, James Yu, Chun-Chien Shieh, Aria Nguyen, Ettikan Kandasamy Karuppiah, Ryan Sullivan, Fernando Calamante, Michael Barnett, Wanli Ouyang, Weidong Cai, Chenyu Wang
- 2022 (modified: 10 Nov 2022)
- CoRR 2022
- Readers: Everyone
Diffusion MRI Fibre Orientation Distribution Inpainting
Zihao Tang, Xinyi Wang, Mariano Cabezas, Arkiev D'Souza, Fernando Calamante, Dongnan Liu, Michael Barnett, Chenyu Wang, Tom Weidong Cai
- 2022 (modified: 19 Apr 2023)
- CDMRI@MICCAI 2022
- Readers: Everyone
Editorial: AI processing of UAV acquired images for pattern monitoring in natural and urban environments
Yago Diez Donoso, Nuno Gracias, Mariano Cabezas, Carsten Juergens, Maximo Larry Lopez Caceres
- Published: 01 Jan 2022, Last Modified: 15 May 2023
- Frontiers Robotics AI 2022
- Readers: Everyone
LG-Net: Lesion Gate Network for Multiple Sclerosis Lesion Inpainting
Zihao Tang, Mariano Cabezas, Dongnan Liu, Michael Barnett, Weidong Cai, Chenyu Wang
- 2021 (modified: 04 Nov 2022)
- MICCAI (7) 2021
- Readers: Everyone
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications
Yang Ma, Chaoyi Zhang, Mariano Cabezas, Yang Song, Zihao Tang, Dongnan Liu, Tom Weidong Cai, Michael Barnett, Chenyu Wang
- 2021 (modified: 04 Nov 2022)
- CoRR 2021
- Readers: Everyone
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Metrics and Benchmarking Results
Raghav Mehta, Angelos Filos, Ujjwal Baid, Chiharu Sako, Richard McKinley, Michael Rebsamen, Katrin Dätwyler, Raphael Meier, Piotr Radojewski, Gowtham Krishnan Murugesan, Sahil S. Nalawade, Chandan Ganesh, Benjamin C. Wagner, Fang F. Yu, Baowei Fei, Ananth J. Madhuranthakam, Joseph A. Maldjian, Laura Alexandra Daza, Catalina Gómez, Pablo Arbeláez et al. (72 additional authors not shown)
- 2021 (modified: 02 Mar 2023)
- CoRR 2021
- Readers: Everyone
Deep Learning in Forestry Using UAV-Acquired RGB Data: A Practical Review
Yago Diez, Sarah Kentsch, Motohisa Fukuda, Maximo Larry Lopez Caceres, Koma Moritake, Mariano Cabezas
- Published: 01 Jan 2021, Last Modified: 15 May 2023
- Remote. Sens. 2021
- Readers: Everyone

View all 33 publications

Co-Authors

View all 184 co-authors