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| Content Provider | IET Digital Library |
|---|---|
| Author | Shao, Chunyan Ding, Qinghai Luo, Haibo Chang, Zheng Zhang, Chi Zheng, Tianjiang |
| Abstract | This study proposes a line segment detection that can efficiently and effectively handle non-linear uniform intensity changes. The presented sketching algorithm applies the resistant to affine transformation and monotonic intensity change (RATMIC) descriptor to conduct binary translation in the image pre-processing step, which can remove the unwanted smoothing of the Canny detector in most line detections. The Harris corner detector is applied to catch regions of line segments for the purpose of simulating the composition of sketching and achieving a sense of unity within the picture. Furthermore, the RATMIC descriptor is employed to obtain binary images of the regions of interest (ROIs). Finally, small eigenvalue analysis is implemented to detect straight lines in the ROIs. The experiments conducted on various images with image rotation, scaling, and translation validate the effectiveness of the proposed method. The experimental results also demonstrate that about 30% in the overall coverage of major lines and 20% in the coverage per major line are increased compared with the state-of-the-art line detectors. Moreover, the performance of the proposed method produces a combined advantage of ∼17% in the coverage of line segments over the line segment detector with noisy images. |
| Starting Page | 416 |
| Ending Page | 424 |
| Page Count | 9 |
| ISSN | 17519659 |
| Volume Number | 11 |
| e-ISSN | 17519667 |
| Issue Number | Issue 6, Jun (2017) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-ipr/11/6 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2016.0493 |
| Journal | IET Image Processing |
| Publisher Date | 2017-03-15 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | Affine Transforms Canny Detector Computer Vision And Image Processing Technique Edge Detection Eigen Values And Eigen Function Harris Corner Detector Image Recognition Image Segmentation Integral Transforms Line Segment Detection Linear Algebra Numerical Analysis RATMIC Descriptor Region of Interest Resistant to Affine Transformation And Monotonic Intensity Change Descriptor Step-by-step Pipeline Processing Approach |
| Content Type | Text |
| Resource Type | Article |
| Subject | Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software |
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