Image de couverture de livre

Understanding Sources of Demographic Predictability in Brain MRI via Disentangling Anatomy and Contrast

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Avci, Mehmet Yigit, Achara, Akshit, King, Andrew, Cardoso, Jorge
Format:	Preprint
Publié:	2026
Sujets:	Computer Vision and Pattern Recognition Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

DIST-CLIP: Arbitrary Metadata and Image Guided MRI Harmonization via Disentangled Anatomy-Contrast Representations
par: Avci, Mehmet Yigit, et autres
Publié: (2025)

Invisible Attributes, Visible Biases: Exploring Demographic Shortcuts in MRI-based Alzheimer's Disease Classification
par: Achara, Akshit, et autres
Publié: (2025)

MR-CLIP: Efficient Metadata-Guided Learning of MRI Contrast Representations
par: Avci, Mehmet Yigit, et autres
Publié: (2025)

Metadata-Aligned 3D MRI Representations for Contrast Understanding and Quality Control
par: Avci, Mehmet Yigit, et autres
Publié: (2025)

Revealing the Underlying Patterns: Investigating Dataset Similarity, Performance, and Generalization
par: Achara, Akshit, et autres
Publié: (2023)

CoreDeep: Improving Crack Detection Algorithms Using Width Stochasticity
par: Pandey, Ram Krishna, et autres
Publié: (2022)

Unsupervised Anomaly Detection in Brain MRI via Disentangled Anatomy Learning
par: Yang, Tao, et autres
Publié: (2025)

Localising Shortcut Learning in Pixel Space via Ordinal Scoring Correlations for Attribution Representations (OSCAR)
par: Achara, Akshit, et autres
Publié: (2025)

Disentangled Anatomy-Disease Diffusion (DADD) for Controllable Ulcerative Colitis Progression Synthesis
par: Dundar, Umut, et autres
Publié: (2026)

Multi-Contrast MRI Motion Correction via Parameter-Informed Disentanglement and Adaptive Experts
par: Xiong, Honglin, et autres
Publié: (2026)

PathoSyn: Imaging-Pathology MRI Synthesis via Disentangled Deviation Diffusion
par: Wang, Jian, et autres
Publié: (2025)

General vs Domain-Specific CNNs: Understanding Pretraining Effects on Brain MRI Tumor Classification
par: Abedini, Helia, et autres
Publié: (2025)

DICE: Disentangling Artist Style from Content via Contrastive Subspace Decomposition in Diffusion Models
par: Zhang, Tong, et autres
Publié: (2026)

ReBrain: Brain MRI Reconstruction from Sparse CT Slice via Retrieval-Augmented Diffusion
par: Liu, Junming, et autres
Publié: (2025)

Disentangling Prompt Dependence to Evaluate Segmentation Reliability in Gynecological MRI
par: Germani, Elodie, et autres
Publié: (2026)

Unsupervised Analysis of Alzheimer's Disease Signatures using 3D Deformable Autoencoders
par: Avci, Mehmet Yigit, et autres
Publié: (2024)

Source-Free Domain Adaptation via Multi-view Contrastive Learning
par: Farhadi, Amirfarhad, et autres
Publié: (2025)

UniFS: Unified Multi-Contrast MRI Reconstruction via Frequency-Spatial Fusion
par: Li, Jialin, et autres
Publié: (2025)

PhyDCM: A Reproducible Open-Source Framework for AI-Assisted Brain Tumor Classification from Multi-Sequence MRI
par: Abdulbaqi, Hayder Saad, et autres
Publié: (2026)

Virtual Full-stack Scanning of Brain MRI via Imputing Any Quantised Code
par: Wu, Yicheng, et autres
Publié: (2025)

FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification
par: Gao, Yicheng, et autres
Publié: (2024)

DOCTR: Disentangled Object-Centric Transformer for Point Scene Understanding
par: Yu, Xiaoxuan, et autres
Publié: (2024)

Learning Disentangled Representation in Object-Centric Models for Visual Dynamics Prediction via Transformers
par: Gandhi, Sanket, et autres
Publié: (2024)

Performance of GPT-5 in Brain Tumor MRI Reasoning
par: Safari, Mojtaba, et autres
Publié: (2025)

Adapted Foundation Models for Breast MRI Triaging in Contrast-Enhanced and Non-Contrast Enhanced Protocols
par: Nguyen, Tri-Thien, et autres
Publié: (2025)

Right Regions, Wrong Labels: Semantic Label Flips in Segmentation under Correlation Shift
par: Achara, Akshit, et autres
Publié: (2026)

DiReCT: Disentangled Regularization of Contrastive Trajectories for Physics-Refined Video Generation
par: Meyarian, Abolfazl, et autres
Publié: (2026)

Brain-IT: Image Reconstruction from fMRI via Brain-Interaction Transformer
par: Beliy, Roman, et autres
Publié: (2025)

Anatomy-R1: Enhancing Anatomy Reasoning in Multimodal Large Language Models via Anatomical Similarity Curriculum and Group Diversity Augmentation
par: Song, Ziyang, et autres
Publié: (2025)

Joint Imaging-ROI Representation Learning via Cross-View Contrastive Alignment for Brain Disorder Classification
par: Liang, Wei, et autres
Publié: (2026)

Latent Causal Modeling for 3D Brain MRI Counterfactuals
par: Peng, Wei, et autres
Publié: (2024)

Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI
par: Fan, Keqiang, et autres
Publié: (2024)

Robust Influence-based Training Methods for Noisy Brain MRI
par: Van, Minh-Hao, et autres
Publié: (2024)

Contrastive Anatomy-Contrast Disentanglement: A Domain-General MRI Harmonization Method
par: Scholz, Daniel, et autres
Publié: (2025)

Few-Shot Deployment of Pretrained MRI Transformers in Brain Imaging Tasks
par: Li, Mengyu, et autres
Publié: (2025)

Modality-Aware and Anatomical Vector-Quantized Autoencoding for Multimodal Brain MRI
par: Li, Mingjie, et autres
Publié: (2026)

BrainCast: A Spatio-Temporal Forecasting Model for Whole-Brain fMRI Time Series Prediction
par: Gao, Yunlong, et autres
Publié: (2026)

Motion-enhanced Cardiac Anatomy Segmentation via an Insertable Temporal Attention Module
par: Hasan, Md. Kamrul, et autres
Publié: (2025)

Towards Label-Free Brain Tumor Segmentation: Unsupervised Learning with Multimodal MRI
par: Comas-Quiles, Gerard, et autres
Publié: (2025)

Cross-Camera Distracted Driver Classification through Feature Disentanglement and Contrastive Learning
par: Celona, Luigi, et autres
Publié: (2024)