Laser & Optoelectronics Progress, Volume. 56, Issue 11, 111002(2019)

Nonlinear-Diffusion-Filtering-Based Feature Detection Algorithm

Fangbin Wang1,2、*, Zhutao Chu1,2、**, Darong Zhu1,2, Tao Liu1,2, Fan Sun1,2, and Kangkang Feng1,2
Author Affiliations
  • 1 School of Mechanical and Electrical Engineering, Anhui Jianzhu University, Hefei, Anhui 230601, China
  • 2 Key Laboratory of Construction Machinery Fault Diagnosis and Early Warning Technology, Anhui Jianzhu University, Hefei, Anhui 230601, China
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    Figures & Tables(4)
    Feature detection of 5 algorithms for simulated point and line images. (a)(b) Proposed algorithm; (c)(d) AKAZE; (e)(f) KAZE; (g)(h) SIFT; (i)(j) SURF
    Feature detection of 6th image in Boat. (a) Proposed algorithm; (b) AKAZE; (c) KAZE; (d) SIFT; (e) SURF
    Feature detection of polarization images. (a)(f)(k) Proposed algorithm; (b)(g)(l) AKAZE; (c)(h)(m) KAZE; (d)(i)(n) SIFT; (e)(j)(o) SURF
    • Table 1. Feature detection and matching by 5 algorithms under different polarization azimuthal angles

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      Table 1. Feature detection and matching by 5 algorithms under different polarization azimuthal angles

      SceneAlgorithm0°-45°0°-90°
      TotalCorrectionnumberCorrectionrate/%TotalCorrectionnumberCorrectionrate /%
      Building imageProposed4520335974.3144520345276.372
      AKAZE1707137680.6091707142983.714
      KAZE2016153376.0412016161380.001
      SIFT2146141966.1232146135663.187
      SURF5191261950.4525191296657.137
      Fog imageProposed113774665.611113778769.217
      AKAZE3266.66633100.000
      KAZE4375.00044100.00
      SIFT312064.516312064.516
      SURF54831357.11754832759.671
      Snow imageProposed5908501684.9025908504485.375
      AKAZE26822684.32826822784.701
      KAZE29726990.57229725485.522
      SIFT1939144874.6771939146075.296
      SURF3905274370.2433905272769.833
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    Fangbin Wang, Zhutao Chu, Darong Zhu, Tao Liu, Fan Sun, Kangkang Feng. Nonlinear-Diffusion-Filtering-Based Feature Detection Algorithm[J]. Laser & Optoelectronics Progress, 2019, 56(11): 111002

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    Paper Information

    Category: Image Processing

    Received: Nov. 7, 2018

    Accepted: Dec. 25, 2018

    Published Online: Jun. 13, 2019

    The Author Email: Fangbin Wang (wangfb@ahjzu.edu.cn), Zhutao Chu (zhutaochu@ahjzu.edu.cn)

    DOI:10.3788/LOP56.111002

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