arXiv Open Access 2026

Accelerating Low-Frequency Convergence for Limited-Angle DBT via Two-Channel Fidelity in PDHG

Taro Iyadomi Ricardo Parada Anna Kim Lily Jiang Emil Sidky +1 lainnya
Lihat Sumber

Abstrak

Reconstruction in limited-angle digital breast tomosynthesis (DBT) suffers from slow convergence of low spatial-frequency components when using weighted data-fidelity terms within primal-dual optimization. We introduce a two-channel fidelity strategy that decomposes the sinogram residual into complementary low-pass and high-pass bands using square-root Hanning (Hann^{1/2}) filter families, each driven by an independent \ell_2-ball constraint and dual update in the PDHG (Chambolle-Pock) algorithm with He-Yuan predictor-corrector relaxation. By assigning a larger dual step size and slightly looser tolerance to the low-frequency channel, the method delivers stronger per-iteration correction to the near-DC band without violating global PDHG stability. Experiments on a 2D digital breast phantom across multiple resolutions demonstrate that the two-channel approach yields 19%--61% RMSE improvement over the single-channel baseline, with larger gains at coarser discretizations where problem conditioning is more favorable, supporting more balanced spectral convergence in clinically realistic limited-angle regimes.

Topik & Kata Kunci

Penulis (6)

T

Taro Iyadomi

R

Ricardo Parada

A

Anna Kim

L

Lily Jiang

E

Emil Sidky

W

William Chang

Format Sitasi

Iyadomi, T., Parada, R., Kim, A., Jiang, L., Sidky, E., Chang, W. (2026). Accelerating Low-Frequency Convergence for Limited-Angle DBT via Two-Channel Fidelity in PDHG. https://arxiv.org/abs/2603.23955

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2026
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓