Matthew Baugh

Joined

October 2022

Names

Matthew Baugh (Preferred)

Emails

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

Personal Links

ORCID

Career & Education History

PhD student

Computing, Imperial College London (imperial.ac.uk)

2021 – 2025

MS student

Imperial College London (imperial.ac.uk)

2017 – 2021

Advisors, Relations & Conflicts

PhD Advisor

Bernhard Kainz

2021 – 2025

Expertise

Anomaly detection

2021 – 2025

self-supervised learning

2021 – 2025

Publications

Disentangling Neural Disjunctive Normal Form Models
Kexin Gu Baugh, Vincent Perreault, Matthew Baugh, Luke Dickens, Katsumi Inoue, Alessandra Russo
- NeSy 2025 - Phase 2 Poster
- 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
Pay Attention: Accuracy Versus Interpretability Trade-off in Fine-tuned Diffusion Models
Mischa Dombrowski, Hadrien Reynaud, Johanna P. Müller, Matthew Baugh, Bernhard Kainz
- Published: 01 Jan 2023, Last Modified: 12 May 2023
- CoRR 2023
- Readers: Everyone
MoCoSR: Respiratory Motion Correction and Super-Resolution for 3D Abdominal MRI
Weitong Zhang, Berke Doga Basaran, Qingjie Meng, Matthew Baugh, Jonathan K. Stelter, Phillip Lung, Uday Patel, Wenjia Bai, Dimitrios C. Karampinos, Bernhard Kainz
- Published: 01 Jan 2023, Last Modified: 05 Nov 2023
- MICCAI (10) 2023
- Readers: Everyone
Confidence-Aware and Self-supervised Image Anomaly Localisation
Johanna P. Müller, Matthew Baugh, Jeremy Tan, Mischa Dombrowski, Bernhard Kainz
- Published: 01 Jan 2023, Last Modified: 12 Nov 2023
- UNSURE@MICCAI 2023
- Readers: Everyone
Confidence-Aware and Self-Supervised Image Anomaly Localisation
Johanna P. Müller, Matthew Baugh, Jeremy Tan, Mischa Dombrowski, Bernhard Kainz
- Published: 01 Jan 2023, Last Modified: 12 Nov 2023
- CoRR 2023
- Readers: Everyone
Zero-Shot Anomaly Detection with Pre-trained Segmentation Models
Matthew Baugh, James Batten, Johanna P. Müller, Bernhard Kainz
- Published: 01 Jan 2023, Last Modified: 12 Nov 2023
- CoRR 2023
- Readers: Everyone
Many Tasks Make Light Work: Learning to Localise Medical Anomalies from Multiple Synthetic Tasks
Matthew Baugh, Jeremy Tan, Johanna P. Müller, Mischa Dombrowski, James Batten, Bernhard Kainz
- Published: 01 Jan 2023, Last Modified: 12 Nov 2023
- MICCAI (1) 2023
- Readers: Everyone
Many tasks make light work: Learning to localise medical anomalies from multiple synthetic tasks
Matthew Baugh, Jeremy Tan, Johanna P. Müller, Mischa Dombrowski, James Batten, Bernhard Kainz
- Published: 01 Jan 2023, Last Modified: 12 Nov 2023
- CoRR 2023
- Readers: Everyone
Adnexal Mass Segmentation with Ultrasound Data Synthesis
Clara Lebbos, Jen Barcroft, Jeremy Tan, Johanna Müller, Matthew Baugh, Athanasios Vlontzos, Srdjan Saso, Bernhard Kainz
- 2022 (modified: 02 Nov 2022)
- ASMUS@MICCAI 2022
- Readers: Everyone

View all 14 publications

Co-Authors

View all 28 co-authors