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BronchoGAN: Anatomically consistent and domain-agnostic image-to-image translation for video bronchoscopy
Ahmad Soliman, Ron Keuth, Marian Himstedt
https://arxiv.org/abs/2507.01387

BronchoGAN: Anatomically consistent and domain-agnostic image-to-image translation for video bronchoscopy
The limited availability of bronchoscopy images makes image synthesis particularly interesting for training deep learning models. Robust image translation across different domains -- virtual bronchoscopy, phantom as well as in-vivo and ex-vivo image data -- is pivotal for clinical applications. This paper proposes BronchoGAN introducing anatomical constraints for image-to-image translation being integrated into a conditional GAN. In particular, we force bronchial orifices to match across input …

Love this, by D.J. Grothe
We are truly only just getting started. All we have to do is to fail to kill everyone, and things will get better.
"Human civilization has existed for only 3% of the time that anatomically modern humans have existed. And modern industrial civilization has existed for just 2% of that 3% — just 0.06% of the time that anatomically modern humans have existed. Maybe we’re just getting started!"

From Coarse to Continuous: Progressive Refinement Implicit Neural Representation for Motion-Robust Anisotropic MRI Reconstruction
Zhenxuan Zhang, Lipei Zhang, Yanqi Cheng, Zi Wang, Fanwen Wang, Haosen Zhang, Yue Yang, Yinzhe Wu, Jiahao Huang, Angelica I Aviles-Rivero, Zhifan Gao, Guang Yang, Peter J. Lally
https://arxiv.org/abs/…

From Coarse to Continuous: Progressive Refinement Implicit Neural Representation for Motion-Robust Anisotropic MRI Reconstruction
In motion-robust magnetic resonance imaging (MRI), slice-to-volume reconstruction is critical for recovering anatomically consistent 3D brain volumes from 2D slices, especially under accelerated acquisitions or patient motion. However, this task remains challenging due to hierarchical structural disruptions. It includes local detail loss from k-space undersampling, global structural aliasing caused by motion, and volumetric anisotropy. Therefore, we propose a progressive refinement implicit neu…