Deep Image Compressive Sensing Reconstruction Based on Range‒Null Space Decomposition

ZHU Lu; WU Lei; WANG Dingkun; CHENG Shuangquan; LIU Yuanyuan

doi:10.12454/j.jsuese.202300517

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Deep Image Compressive Sensing Reconstruction Based on Range‒Null Space Decomposition

COMPUTER SCIENCE AND TECHNOLOGY | 更新时间：2026-01-24

- Deep Image Compressive Sensing Reconstruction Based on Range‒Null Space Decomposition
- “In the field of image compression perception, RND Net significantly improves the quality and speed of image reconstruction through zero value domain decomposition and deep learning.”
- Advanced Engineering Sciences Vol. 57, Issue 3, Pages: 210-222(2025)
- 作者机构：
  
  华东交通大学信息工程学院，江西南昌 330013
- 作者简介：
- 基金信息：
- DOI：10.12454/j.jsuese.202300517
  CLC： TP391.4
- Received：09 July 2023，
  
  Revised：2023-09-03，
  
  Published Online：30 May 2024，
  
  Published：20 May 2025
- 稿件说明：
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Zhu Lu,Wu Lei,Wang Dingkun,et al.Deep image compressive sensing reconstruction based on range‒null space decomposition[J].Advanced Engineering Sciences,2025,57(3):210‒222.[朱路,邬雷,王定坤,等.基于零值域分解的深度图像压缩感知重建[J].工程科学与技术,2025,57(3):210‒222.]

ZHU Lu, WU Lei, WANG Dingkun, et al. Deep Image Compressive Sensing Reconstruction Based on Range‒Null Space Decomposition[J]. Advanced Engineering Sciences, 2025, 57(3): 210-222.
Zhu Lu,Wu Lei,Wang Dingkun,et al.Deep image compressive sensing reconstruction based on range‒null space decomposition[J].Advanced Engineering Sciences,2025,57(3):210‒222.[朱路,邬雷,王定坤,等.基于零值域分解的深度图像压缩感知重建[J].工程科学与技术,2025,57(3):210‒222.] DOI： 10.12454/j.jsuese.202300517.

ZHU Lu, WU Lei, WANG Dingkun, et al. Deep Image Compressive Sensing Reconstruction Based on Range‒Null Space Decomposition[J]. Advanced Engineering Sciences, 2025, 57(3): 210-222. DOI： 10.12454/j.jsuese.202300517.

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Deep Image Compressive Sensing Reconstruction Based on Range‒Null Space Decomposition

DOI：10.12454/j.jsuese.202300517