Cover Image

Structure is Supervision: Multiview Masked Autoencoders for Radiology

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Laguna, Sonia, Agostini, Andrea, Ryser, Alain, Ruiperez-Campillo, Samuel, Cannistraci, Irene, Vandenhirtz, Moritz, Mandt, Stephan, Deperrois, Nicolas, Nooralahzadeh, Farhad, Krauthammer, Michael, Sutter, Thomas M., Vogt, Julia E.
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Leveraging the Structure of Medical Data for Improved Representation Learning
by: Agostini, Andrea, et al.
Published: (2025)

RadVLM: A Multitask Conversational Vision-Language Model for Radiology
by: Deperrois, Nicolas, et al.
Published: (2025)

Enhancing Radiology Report Generation and Visual Grounding using Reinforcement Learning
by: Gundersen, Benjamin, et al.
Published: (2025)

Foundation Model for Cardiac Time Series via Masked Latent Attention
by: Vandenhirtz, Moritz, et al.
Published: (2026)

Beyond Independent Frames: Latent Attention Masked Autoencoders for Multi-View Echocardiography
by: Böhi, Simon, et al.
Published: (2026)

Rethinking Machine Unlearning: Models Designed to Forget via Key Deletion
by: Laguna, Sonia, et al.
Published: (2026)

From Logits to Hierarchies: Hierarchical Clustering made Simple
by: Palumbo, Emanuele, et al.
Published: (2024)

Stochastic Concept Bottleneck Models
by: Vandenhirtz, Moritz, et al.
Published: (2024)

Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable?
by: Laguna, Sonia, et al.
Published: (2024)

Measuring Leakage in Concept-Based Methods: An Information Theoretic Approach
by: Makonnen, Mikael, et al.
Published: (2025)

Exploiting Interpretable Capabilities with Concept-Enhanced Diffusion and Prototype Networks
by: Carballo-Castro, Alba, et al.
Published: (2024)

From Pixels to Components: Eigenvector Masking for Visual Representation Learning
by: Bizeul, Alice, et al.
Published: (2025)

Weakly-Supervised Multimodal Learning on MIMIC-CXR
by: Agostini, Andrea, et al.
Published: (2024)

Post-hoc Stochastic Concept Bottleneck Models
by: Hoffmann, Wiktor Jan, et al.
Published: (2025)

Two Is Better Than One: Aligned Representation Pairs for Anomaly Detection
by: Ryser, Alain, et al.
Published: (2024)

From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection
by: Vandenhirtz, Moritz, et al.
Published: (2025)

Towards Scalable and Cross-Lingual Specialist Language Models for Oncology
by: Rohanian, Morteza, et al.
Published: (2025)

Agentic Systems in Radiology: Design, Applications, Evaluation, and Challenges
by: Bluethgen, Christian, et al.
Published: (2025)

Predicting Pulmonary Hypertension in Newborns: A Multi-view VAE Approach
by: Erlacher, Lucas, et al.
Published: (2025)

You Only Train Once: Differentiable Subset Selection for Omics Data
by: Chopard, Daphné, et al.
Published: (2025)

Unity by Diversity: Improved Representation Learning in Multimodal VAEs
by: Sutter, Thomas M., et al.
Published: (2024)

Resource-Efficient Multiview Perception: Integrating Semantic Masking with Masked Autoencoders
by: Dakic, Kosta, et al.
Published: (2024)

TOAST: Transformer Optimization using Adaptive and Simple Transformations
by: Cannistraci, Irene, et al.
Published: (2024)

Interpretable Diffusion Models with B-cos Networks
by: Bernold, Nicola, et al.
Published: (2025)

A Denoising VAE for Intracardiac Time Series in Ischemic Cardiomyopathy
by: Ruipérez-Campillo, Samuel, et al.
Published: (2025)

Multi-Modal Data Exploration via Language Agents
by: Nooralahzadeh, Farhad, et al.
Published: (2024)

TreeDiffusion: Hierarchical Generative Clustering for Conditional Diffusion
by: Gonçalves, Jorge da Silva, et al.
Published: (2024)

scTree: Discovering Cellular Hierarchies in the Presence of Batch Effects in scRNA-seq Data
by: Vandenhirtz, Moritz, et al.
Published: (2024)

Structured Generations: Using Hierarchical Clusters to guide Diffusion Models
by: Goncalves, Jorge da Silva, et al.
Published: (2024)

SC2 Benchmark: Supervised Compression for Split Computing
by: Matsubara, Yoshitomo, et al.
Published: (2022)

Advances in Diffusion-Based Generative Compression
by: Yang, Yibo, et al.
Published: (2026)

Lossy Image Compression with Conditional Diffusion Models
by: Yang, Ruihan, et al.
Published: (2022)

Neural NeRF Compression
by: Pham, Tuan, et al.
Published: (2024)

Arbitration Failure, Not Perceptual Blindness: How Vision-Language Models Resolve Visual-Linguistic Conflicts
by: Nooralahzadeh, Farhad, et al.
Published: (2026)

Evaluating the Data Model Robustness of Text-to-SQL Systems Based on Real User Queries
by: Fürst, Jonathan, et al.
Published: (2024)

Reference-Guided Machine Unlearning
by: Mirlach, Jonas, et al.
Published: (2026)

Uncertainty Modeling in Multimodal Speech Analysis Across the Psychosis Spectrum
by: Rohanian, Morteza, et al.
Published: (2025)

The point of itall : a lifetime of great loves and endeavors / Charles Krauthammer ; edited by Daniel Krauthammer
by: Krauthammer, Charles
Published: (2018)

Self-Supervised Multiview Xray Matching
by: Dabboussi, Mohamad, et al.
Published: (2025)

UMAMI: Unifying Masked Autoregressive Models and Deterministic Rendering for View Synthesis
by: Le, Thanh-Tung, et al.
Published: (2025)