Improved Method of ResNet50 Image Classification Based on Transfer Learning

Shi, Tao; Yu, Jun; Hu, Zhiyi; Jiang, Kuncai

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Improved Method of ResNet50 Image Classification Based on Transfer Learning

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16 cze 2025

International Journal of Advanced Network, Monitoring and Controls

Tom 10 (2025): Zeszyt 2 (Czerwiec 2025)

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Data publikacji: 16 cze 2025

Zakres stron: 1 - 9

DOI: https://doi.org/10.2478/ijanmc-2025-0011

Słowa kluczowe
Transfer Learning, ResNet50, Data Augmentation, Image Classification

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Comparison of accuracy between the two networks during training

Comparison of loss values between the two networks during training

Comparison of confusion matrices between the two networks during training

resnet50 architecture

convolutional layer	output layer	ResNet50
Conv-1	112×112	7×7, 64, S=2 3×3 maxpool, S=2
Conv2-x	56×56	$[\begin{matrix} 1 \times 1 & 64 \\ 3 \times 3 & 64 \\ 1 \times 1 & 256 \end{matrix}] * 3$
Conv3-x	28×28	$[\begin{array}{l} 1 \times 1 & 128 \\ 3 \times 3 & 128 \\ 1 \times 1 & 512 \end{array}] * 4$
Conv4-x	14×14	$[\begin{matrix} 1 \times 1 & 256 \\ 3 \times 3 & 256 \\ 1 \times 1 & 1024 \end{matrix}] * 6$
Conv5-x	7×7	$[\begin{matrix} 1 \times 1 & 512 \\ 3 \times 3 & 512 \\ 1 \times 1 & 2048 \end{matrix}] * 3$
1×1	Average_pool,1000-dfc, Soft_max
Flops		3.8×10⁹

Język:: Angielski

Częstotliwość wydawania:: 4 razy w roku
Dziedziny czasopisma:: Informatyka, Informatyka, inne

Kanał RSS czasopisma

Improved Method of ResNet50 Image Classification Based on Transfer Learning

Data publikacji: 16 cze 2025

Zakres stron: 1 - 9

DOI: https://doi.org/10.2478/ijanmc-2025-0011

Słowa kluczowe
Transfer Learning, ResNet50, Data Augmentation, Image Classification

© 2025 Tao Shi et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Figure 2.

Figure 3.

Figure 4.

resnet50 architecture

Improved Method of ResNet50 Image Classification Based on Transfer Learning

Tao Shi

Jun Yu

Zhiyi Hu

Kuncai Jiang

Data publikacji: 16 cze 2025

Zakres stron: 1 - 9

DOI: https://doi.org/10.2478/ijanmc-2025-0011

Słowa kluczoweTransfer Learning, ResNet50, Data Augmentation, Image Classification

© 2025 Tao Shi et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Figure 2.

Figure 3.

Figure 4.

resnet50 architecture

Słowa kluczowe
Transfer Learning, ResNet50, Data Augmentation, Image Classification