Laser & Optoelectronics Progress, Volume. 58, Issue 6, 610016(2021)
Structured Deep Discriminant Embedded Coding Network for Image Clustering
Fig. 1. General network architecture of deep clustering algorithm based on AE
Fig. 2. General network architecture of deep clustering algorithm based on VAE
Fig. 3. Overall network framework of the SDDECC algorithm
Fig. 4. Local mutual information estimation network
Fig. 5. Some samples in MNIST and Fashion-MNIST datasets. (a) MNIST dataset; (b) Fashion-MNIST dataset
Fig. 6. Distribution visualization of embedded subspaces of different strategies on the MNIST dataset. (a) ConvAE; (b) ConvAE+MI; (c) ConvAE+GCN; (d) ConvAE+MI+GCN
Fig. 7. Effect of different combinations of parameter λ1 and λ2 on the ACC and NMI on the Fashion-MNIST dataset. (a) Effect on ACC; (b) effect on NMI
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Fu Xingwu, Lü Mingming, Liu Wanjun, Wei Xian. Structured Deep Discriminant Embedded Coding Network for Image Clustering[J]. Laser & Optoelectronics Progress, 2021, 58(6): 610016
Category: Image Processing
Received: Aug. 11, 2020
Accepted: --
Published Online: Mar. 11, 2021
The Author Email: Mingming Lü (329010672@qq.com)