Pablo Márquez-Neila

University of Bern — Switzerland

Computer Science · Physical Sciences

18h-index1.7kcitations77works1.22yr avg
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Research Topics

Advanced Image and Video Retrieval Techniques(14), Domain Adaptation and Few-Shot Learning(13), Retinal Imaging and Analysis(12), Medical Image Segmentation Techniques(10), Multimodal Machine Learning Applications(9)

Publications77 total

Iterative Deployment Exposure for Unsupervised Out-of-Distribution Detection
Lecture notes in computer science·2025
Inferring geometry and material properties from Mueller matrices with machine learning
2025
Fast and user-friendly multi-spectra Mueller matrix polarimeter for fresh tissue biopsy imaging
Current Directions in Biomedical Engineering·2025Open Access
Mueller matrix polarimetry for fresh pancreatic tissue segmentation
2025
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation
2025
Targeted Visual Prompting for Medical Visual Question Answering
Lecture notes in computer science·2025· 2 cited
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation
arXiv (Cornell University)·2024Open Access
Galaxy Spectroscopy without Spectra: Galaxy Properties from Photometric Images with Conditional Diffusion Models
The Astrophysical Journal·2024· 4 citedOpen Access
Learning Non-linear Invariants for Unsupervised Out-of-Distribution Detection
Lecture notes in computer science·2024
Non-Linear Outlier Synthesis for Out-of-Distribution Detection
arXiv (Cornell University)·2024Open Access
Masked Image Modelling for Retinal OCT Understanding
Lecture notes in computer science·2024· 3 cited
Targeted Visual Prompting for Medical Visual Question Answering
arXiv (Cornell University)·2024Open Access
Learning Non-Linear Invariants for Unsupervised Out-of-Distribution Detection
arXiv (Cornell University)·2024Open Access
Galaxy spectroscopy without spectra: Galaxy properties from photometric images with conditional diffusion models
arXiv (Cornell University)·2024Open Access
Iterative Deployment Exposure for Unsupervised Out-of-Distribution Detection
arXiv (Cornell University)·2024· 1 citedOpen Access
Masked Image Modelling for retinal OCT understanding
arXiv (Cornell University)·2024Open Access
A deep learning-based approach for efficient detection and classification of local Ca²⁺ release events in Full-Frame confocal imaging
Cell Calcium·2024· 6 citedOpen Access
Correlation-aware active learning for surgery video segmentation
2024· 3 cited
Online 3D Reconstruction and Dense Tracking in Endoscopic Videos
Lecture notes in computer science·2024· 3 cited
Correlation-aware active learning for surgery video segmentation
arXiv (Cornell University)·2023Open Access
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Frequent Co-authors

Raphael Sznitman(29), Pascal Fua(10), Lars Doorenbos(10), Luis Baumela(8), Mathieu Salzmann(6), Martin S. Zinkernagel(5), Sebastián Wolf(5), Sergio Tascon-Morales(5), Thomas Kurmann(4), Bugra Tekin(3), Luis Álvarez(3), Kevin Heng(3), Theodoros Pissas(3), S. Cavuoti(3), G. Longo(3), M. Brescia(3), Agata Mosinska(2), Mateusz Koziński(2), Chloe Fisher(2), Pedro Henríquez(2)