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Zhangxing Bian

3 accepted papers

2026

Solving a Nonlinear Blind Inverse Problem for Tagged MRI with Physics and Deep Generative Priors

CVPR 2026

Tagged MRI enables tracking internal tissue motion non-invasively. It encodes motion by modulating anatomy with periodic tags, which deforms along with tissue. However, the entanglement between anatomy, tags and motion poses significant challenges on post processing. Existence of tags and imaging bl

Cited by 0SourcecodeScholar
2025

Optical Coherence Tomography Harmonization with Anatomy-Guided Latent Metric Schrödinger Bridges

NeurIPS 2025poster

Medical image harmonization aims to reduce the differences in appearance caused by scanner hardware variations to allow for consistent and reliable comparisons across devices. Harmonization based on paired images from different devices has limited applicability in real-world clinical settings. On th…

Cited by 0SourceScholar
2022

Learning Pixel Trajectories With Multiscale Contrastive Random Walks

CVPR 2022poster

A range of video modeling tasks, from optical flow to multiple object tracking, share the same fundamental challenge: establishing space-time correspondence. Yet, approaches that dominate each space differ. We take a step towards bridging this gap by extending the recent contrastive random walk form…

Cited by 45PDFScholar