Name
Title | ||
|---|---|---|
Locating of 2π-projection view and projection denoising under fast continuous rotation scanning mode of micro-CT. |
Abstract | ||
|---|---|---|
The fast continuous rotation scanning mode is suitable for situations when a higher scanning speed or a lower radiation dose is required for micro-CT. Under this scanning mode, the specimen rotates far beyond 2π, but not an integral multiple of 2π continuously while the detector collects projection images at a high frame frequency, which consequently produces uneven-distributed and redundant projections with a high level of noise. Therefore, for subsequent three-dimensional (3D) image reconstruction, each 2π-projection view during a whole rotation span must be accurately located, and image denoising is an essential pre-processing step for improving quality of reconstructed images. For matching the rotation angle with the projection image accurately under the fast continuous rotation scanning mode, a structure similarity (SSIM) coefficient was used as a control parameter for extraction of periodic projection sequences for 3D reconstruction. Meanwhile, an improved non-local means (NL-means) algorithm was proposed for noise reduction in projection sequences, and a graphic processing unit (GPU) capable of highly parallel and fast floating-point calculation was used for alleviating the computation cost of the algorithm. The experimental results show that the SSIM-based 2π-projection-view locating method is highly accurate in identifying periodic projection sequences and is easy to implement, and that the improved NL-means algorithm can well restrain the quantum noise while preserving detailed information. |
Year | DOI | Venue |
|---|---|---|
2016 | 10.1016/j.neucom.2016.05.018 | Neurocomputing |
Keywords | Field | DocType |
Micro-CT,Projection sequence data,Fast continuous rotation scanning,Image denoising,Structure similarity | Noise reduction,Iterative reconstruction,Computer vision,Projection View,Frame rate,Artificial intelligence,Quantum noise,Detector,Mathematics,3D reconstruction,Computation | Journal |
Volume | Issue | ISSN |
207 | C | 0925-2312 |
Citations | PageRank | References |
0 | 0.34 | 15 |
Authors | ||
6 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Min Yang | 1 | 0 | 0.34 |
| Jiawei Liu | 2 | 0 | 0.34 |
| Zhongchuan Li | 3 | 0 | 0.68 |
| Lihong Liang | 4 | 0 | 0.34 |
| Xiaolong Wang | 5 | 0 | 0.34 |
| Zhiguo Gui | 6 | 4 | 1.12 |