Sergio Naval Marimont

Joined

June 2021

Names

Sergio Naval Marimont (Preferred)

Emails

****@city.ac.uk (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

PhD student

City University (city.ac.uk)

2021 – 2024

Advisors, Relations & Conflicts

Coauthor

Vasilis Siomos

2023 – Present

PhD Advisor

Giacomo Tarroni

2019 – Present

Expertise

Medical Image Analysis

Present

Unsupervised Anomaly Detection

Present

Publications

ARIA: On the Interaction Between Architectures, Initialization and Aggregation Methods for Federated Visual Classification
Vasilis Siomos, Sergio Naval Marimont, Jonathan Passerat-Palmbach, Giacomo Tarroni
- 2024 IEEE International Symposium on Biomedical Imaging (ISBI)
- Readers: Everyone
Addressing Data Heterogeneity In Federated Learning With Adaptive Normalization-Free Feature Recalibration
Vasilis Siomos, Sergio Naval Marimont, Jonathan Passerat-Palmbach, Giacomo Tarroni
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Image-conditioned Diffusion Models for Medical Anomaly Detection
Matthew Baugh, Hadrien Reynaud, Sergio Naval Marimont, Sarah Cechnicka, Johanna Paula Müller, Giacomo Tarroni, Bernhard Kainz
- MICCAI 2024 Workshop UNSURE Submission
- Readers: Everyone
MIM-OOD: Generative Masked Image Modelling for Out-of-Distribution Detection in Medical Images
Sergio Naval Marimont, Vasilis Siomos, Giacomo Tarroni
- Published: 01 Jan 2023, Last Modified: 05 Nov 2023
- CoRR 2023
- Readers: Everyone
Harder synthetic anomalies to improve OoD detection in Medical Images
Sergio Naval Marimont, Giacomo Tarroni
- Published: 01 Jan 2023, Last Modified: 05 Nov 2023
- CoRR 2023
- Readers: Everyone
MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images
David Zimmerer, Peter M. Full, Fabian Isensee, Paul Jäger, Tim Adler, Jens Petersen, Gregor Köhler, Tobias Roß, Annika Reinke, Antanas Kascenas, Bjørn Sand Jensen, Alison Q. O'Neil, Jeremy Tan, Benjamin Hou, James Batten, Huaqi Qiu, Bernhard Kainz, Nina Shvetsova, Irina Fedulova, Dmitry V. Dylov et al. (14 additional authors not shown)
- 2022 (modified: 15 Nov 2022)
- IEEE Trans. Medical Imaging 2022
- Readers: Everyone
Implicit U-Net for Volumetric Medical Image Segmentation
Sergio Naval Marimont, Giacomo Tarroni
- Published: 01 Jan 2022, Last Modified: 05 Nov 2023
- MIUA 2022
- Readers: Everyone
Implicit U-Net for volumetric medical image segmentation
Sergio Naval Marimont, Giacomo Tarroni
- Published: 01 Jan 2022, Last Modified: 05 Nov 2023
- CoRR 2022
- Readers: Everyone
Anomaly Detection Through Latent Space Restoration Using Vector Quantized Variational Autoencoders
Sergio Naval Marimont, Giacomo Tarroni
- 2021 (modified: 08 Sept 2021)
- ISBI 2021
- Readers: Everyone
Implicit field learning for unsupervised anomaly detection in medical images
Sergio Naval Marimont, Giacomo Tarroni
- 2021 (modified: 08 Sept 2021)
- CoRR 2021
- Readers: Everyone

View all 12 publications

Co-Authors

View all 39 co-authors