Laser & Optoelectronics Progress, Volume. 59, Issue 24, 2410005(2022)
Algorithm on Mushroom Image Classification Based on CA-EfficientNetV2
Fig. 1. MBConv module
Fig. 2. Fused-MBConv module
Fig. 3. CA module flowchart
Fig. 4. Overall framework of the improved EfficientNetV2 network model
Fig. 5. Internal structure diagram of main modules of improved EfficientNetV2
Fig. 6. Data enhancement results. (a) Original picture; (b) random resize; (c) padding; (d) random rotation; (e) color jitter; (f) random crop
Fig. 7. Accuracy comparison curve of EfficientNetV2 and other networks
Fig. 8. Loss function comparison curve of EfficientNetV2 and other networks
Fig. 9. Accuracy comparison curve of EfficientNetV2 network before and after improvement
Fig. 10. Loss function comparison curve of NetworkNetV2 network before and after improvement
Fig. 11. Comparison of image visualization results. (a) Input; (b) EfficientNetV2; (c) CA- EfficientNetV2
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Lisha Meng, Xianzhao Yang, Huikang Liu. Algorithm on Mushroom Image Classification Based on CA-EfficientNetV2[J]. Laser & Optoelectronics Progress, 2022, 59(24): 2410005
Category: Image Processing
Received: Sep. 17, 2021
Accepted: Oct. 25, 2021
Published Online: Jan. 11, 2023
The Author Email: Yang Xianzhao (yangxianzhao@wust.edu.cn)