Surface-volume self-supervised representation learning of brain MRI for genetic discovery

arXiv:2610.02114 · cs.CV · Submitted 2026-10-01 · Read on arXiv

cs.CV

Submitted: 2026-10-01

Updated: 2026-10-01

Code: https://github.com/ZhiGroup/DeepENDO

Terminology

AUC — 7× in this paper · explained in 2 episodes
Distillation — 6× in this paper · explained in 2 episodes
Transformer — 4× in this paper · explained in 2 episodes
Self-Supervised Learning — 3× in this paper · explained in 8 episodes
Alignment — 2× in this paper · explained in 1 episode
Computational Biology — 2× in this paper · explained in 2 episodes
Contrastive Learning — 2× in this paper · explained in 5 episodes
Embeddings — 2× in this paper · explained in 2 episodes
Explainability — 2× in this paper · explained in 3 episodes
Feature Extraction — 2× in this paper · explained in 2 episodes
Reconstruction Error — 2× in this paper · explained in 2 episodes
Representation Learning — 2× in this paper · explained in 2 episodes
Accuracy — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Consistency — 1× in this paper · explained in 3 episodes
Dual-Stream Architecture — 1× in this paper · explained in 3 episodes
Feature Engineering — 1× in this paper · explained in 3 episodes
Generalizability — 1× in this paper · explained in 6 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Mesh-Enhanced Volumetric Autoencoder — 1× in this paper
Multimodal Learning — 1× in this paper · explained in 2 episodes

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