Improved Method of ResNet50 Image Classification Based on Transfer Learning

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

Acceso abierto

Improved Method of ResNet50 Image Classification Based on Transfer Learning

,

,

y

16 jun 2025

International Journal of Advanced Network, Monitoring and Controls

Volumen 10 (2025): Edición 2 (Junio 2025)

Acerca de este artículo

Artículo anterior

Artículo siguiente

Cite

Descargar portada

Publicado en línea: 16 jun 2025

Páginas: 1 - 9

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

Palabras clave
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

Idioma:: Inglés

Calendario de la edición:: 4 veces al año
Temas de la revista:: Informática, Informática, otros

RSS Feed de revista

Improved Method of ResNet50 Image Classification Based on Transfer Learning

Publicado en línea: 16 jun 2025

Páginas: 1 - 9

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

Palabras clave
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

Publicado en línea: 16 jun 2025

Páginas: 1 - 9

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

Palabras claveTransfer 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

Palabras clave
Transfer Learning, ResNet50, Data Augmentation, Image Classification