Novel Fitness Function for 3D Image reconstruction using Bat Algorithm based Autoencoder

被引:1
|
作者
Kuppili, Venkatanareshbabu [1 ]
Edla, Damodar Reddy [1 ]
Bablani, Annushree [1 ]
机构
[1] Natl Inst Technol Goa, Farmagudi, Goa, India
关键词
Image; Reconstruction; Autoencoder; BAT algorithm;
D O I
10.1145/3208806.3211218
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
With a view to investigate, examine and analyze the performance of 3D medical image compression based on Autoencoder neural networks, a novel algorithm named autoimage reconstruct algorithm is developed, which is based on recent BAT bioinspired algorithm with a novel fitness function as Mean Square Error. It is observed that proposed algorithm outperforms existing algorithms like wavelet-based encoding and decoding for image compression and reconstruction in terms of Mean Square Error, Peak Signal to Noise Ratio (PSNR) and Compression Ratio (CR).
引用
收藏
页数:2
相关论文
共 50 条
  • [31] Bat-G net: Bat-inspired High-Resolution 3D Image Reconstruction using Ultrasonic Echoes
    Hwang, Gunpil
    Kim, Seohyeon
    Bae, Hyeon-Min
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), 2019, 32
  • [32] 3D Image Reconstruction based on Electrical Impedance Tomography Measurements using a Gauss-Newton Algorithm
    Hafsa, Mariem
    Bader, Oumaima
    Hu, Zheng
    Ben Amara, Najoua Essoukri
    Kanoun, Olfa
    PROCEEDINGS OF INTERNATIONAL WORKSHOP ON IMPEDANCE SPECTROSCOPY (IWIS 2021), 2021, : 118 - 122
  • [33] A novel 3D terrain matching algorithm based on image laser radar
    Gong, Junbin
    Cheng, Hua
    Ma, Jie
    Tian, Jinwen
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 6834 - 6839
  • [34] 3D image reconstruction using Radon transform
    D'Acunto, Mario
    Benassi, Antonio
    Moroni, Davide
    Salvetti, Ovidio
    SIGNAL IMAGE AND VIDEO PROCESSING, 2016, 10 (01) : 1 - 8
  • [35] Study of 3D image reconstruction using EMAT
    Nishimura, Yoshihiro
    Sasamoto, Akira
    Suzuki, Takayuki
    INTERNATIONAL JOURNAL OF APPLIED ELECTROMAGNETICS AND MECHANICS, 2008, 28 (1-2) : 171 - 176
  • [36] 3D image reconstruction using Radon transform
    Mario D’Acunto
    Antonio Benassi
    Davide Moroni
    Ovidio Salvetti
    Signal, Image and Video Processing, 2016, 10 : 1 - 8
  • [37] Research on 3D Reconstruction Based on a Single Image
    Yu Yong-yan
    Wang Zhi-jian
    PROGRESS IN MEASUREMENT AND TESTING, PTS 1 AND 2, 2010, 108-111 : 3 - 10
  • [38] The Research of 3D Reconstruction Based on Single Image
    Zhang, Yong
    Zhang, Li
    PROCEEDINGS OF THE 2ND INTERNATIONAL SYMPOSIUM ON COMPUTER, COMMUNICATION, CONTROL AND AUTOMATION, 2013, 68 : 59 - 62
  • [39] A Survey of Image-based 3D Reconstruction
    Fu, Xinfang
    Li, Yueqiang
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC, CONTROL AND AUTOMATION ENGINEERING (MECAE 2017), 2017, 61 : 180 - 183
  • [40] IMAGE BASED 3D FACE RECONSTRUCTION: A SURVEY
    Stylianou, Georgios
    Lanitis, Andreas
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2009, 9 (02) : 217 - 250