Bin Duan

Research

I build the algorithmic and computational infrastructure that makes large multimodal data usable for discovery, developing representation learning frameworks and open systems that align, register, and synthesize structure across imaging and related modalities. Central question: How can learning algorithms and infrastructure be co-designed to turn complex data into interpretable and actionable insight for scientific discovery?

Selected Publications

1. H. Jiang, L.A. Walker, Y. Li, B. Duan, X. Niu, J.C. Hsieh, M.C. Cheng, H. Su, et al. A Parallelly Distributed Microscope and Software System for Scalable High-Throughput Multispectral 3D Imaging. preprint, 2025. bioRxiv
2. L.A. Walker*, W.J. Lee*, B. Duan*, M. Weatherspoon, Y. Li, F. Shen, M. Cheng, X. Niu, D. Cai, et al. A browser-based platform for storage, visualization, and analysis of large-scale 3D images in HPC environments. preprint, 2024. bioRxiv
3. B. Duan, L. A. Walker, B. Xie, W. J. Lee, A. Lin, Y. Yan, D. Cai. Artifact-Minimized High-Ratio Image Compression with Preserved Analysis Fidelity. preprint, 2024. bioRxiv
4. B. Duan, M. Zhong, Y. Yan. Towards Saner Deep Image Registration. ICCV 2023. arXiv · code
5. B. Duan, Y. Shang, D. Cai, Y. Yan. Online Multi-Spectral Neuron Tracing. ISBI 2025. arXiv code
6. F. Wang, J. Tao, J. Wu, B. Duan, K. Wang, Z. Yang, Y. Yan. X-Field: A Physically Grounded Representation for 3D X-ray Reconstruction. NeurIPS 2025.
7. B. Duan, W. Wang, H. Tang, H. Latapie, Y. Yan. Cascade Attention Guided Residue Learning GAN for Cross-Modal Translation. ICPR 2021.
8. B. Duan, W. Wang, H. Tang, Z. Zong, G. Yang, Y. Yan. Audio-Visual Event Localization via Recursive Fusion by Joint Co-Attention. WACV 2021.
9. B. Xie, H. Tang, B. Duan, D. Cai, Y. Yan. MLP-GAN for Brain Vessel Image Segmentation. ICASSP.
10. B. Xie, H. Tang, B. Duan, D. Cai, Y. Yan, G. Agam. MaskSAM: Auto-prompt SAM with Mask Classification for Volumetric Medical Image Segmentation. ICCV.

Full list: see Google Scholar and CV.