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 juin 2025

International Journal of Advanced Network, Monitoring and Controls

Édition 10 (2025): Edition 2 (Juin 2025)

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Publié en ligne: 16 juin 2025

Pages: 1 - 9

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

Mots clés
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

Langue:: Anglais

Périodicité:: 4 fois par an
Sujets de la revue:: Informatique, Informatique, autres

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Improved Method of ResNet50 Image Classification Based on Transfer Learning

Publié en ligne: 16 juin 2025

Pages: 1 - 9

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

Mots clés
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

Publié en ligne: 16 juin 2025

Pages: 1 - 9

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

Mots clésTransfer 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

Mots clés
Transfer Learning, ResNet50, Data Augmentation, Image Classification