3 papers
cs.CV2025
HeartFormer: Semantic-Aware Dual-Structure Transformers for 3D Four-Chamber Cardiac Point Cloud Reconstruction
Zhengda Ma, Abhirup Banerjee
We present the first geometric deep learning framework based on point cloud representation for 3D four-chamber cardiac reconstruction from cine MRI data. This work addresses a long…
cs.LG2025
From 2D to 3D, Deep Learning-based Shape Reconstruction in Magnetic Resonance Imaging: A Review
Emma McMillian, Abhirup Banerjee, Alfonso Bueno-Orovio
Deep learning-based 3-dimensional (3D) shape reconstruction from 2-dimensional (2D) magnetic resonance imaging (MRI) has become increasingly important in medical disease diagnosis,…
physics.ao-ph2025
Network science disentangles internal climate variability in global spatial dependence structures
Arnob Ray, Abhirup Banerjee, Rachindra Mawalagedara +1
A comprehensive characterization of internal climate variability and irreducible uncertainty through initial-condition large ensembles of Earth system models across different spati…