Projection Embedded Schrödinger Bridge for CT Sparse View Reconstruction.

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Tác giả: Zhiqiang Chen, Pengfei Jin, Quanzheng Li, Matthew Tivnan, Yuang Wang, Dufan Wu, Siyeop Yoon, Li Zhang

Ngôn ngữ: eng

Ký hiệu phân loại: 025.347 *Pictures and materials for projection

Thông tin xuất bản: United States : Proceedings of SPIE--the International Society for Optical Engineering , 2025

Mô tả vật lý:

Bộ sưu tập: NCBI

ID: 748537

In this work, we proposed the Projection Embedded Schrödinger Bridge (PESB) for CT sparse view reconstruction. PESB constructs Schrödinger Bridges between the distribution of Filtered Back-Projection (FBP) reconstructed images and the distribution of clean images conditioned on measured projections. By embedding projections into the marginal conditions, data consistency is inherently incorporated into the generative process. Experimental results validate the effectiveness of PESB, demonstrating its superior performance in CT sparse view reconstruction compared to several diffusion-based models.
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