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 giu 2025

International Journal of Advanced Network, Monitoring and Controls

Volume 10 (2025): Numero 2 (Giugno 2025)

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Pubblicato online: 16 giu 2025

Pagine: 1 - 9

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

Parole chiave
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

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Improved Method of ResNet50 Image Classification Based on Transfer Learning

Pubblicato online: 16 giu 2025

Pagine: 1 - 9

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

Parole chiave
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

Pubblicato online: 16 giu 2025

Pagine: 1 - 9

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

Parole chiaveTransfer 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

Parole chiave
Transfer Learning, ResNet50, Data Augmentation, Image Classification