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2 May 2023 Research on the interpretability of neural networks applied in image classification
Binglin Liu, Haitian Liu, Junchao Du, Qianchao Hu, Feng Wang
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Proceedings Volume 12642, Second International Conference on Electronic Information Engineering, Big Data, and Computer Technology (EIBDCT 2023); 126422E (2023) https://doi.org/10.1117/12.2674745
Event: Second International Conference on Electronic Information Engineering, Big Data and Computer Technology (EIBDCT 2023), 2023, Xishuangbanna, China
Abstract
Artificial intelligence technology is a strategic technology leading a new era of the revolution of science and technology along with the industry transformation. However, with the progress of technology and the boosting complexity of model, the problem of lacking of interpretability of artificial intelligence has become extremely acute. From theoretical research to practical application, the obstacle caused by its poor interpretability has become a major weakness of AI at present. This paper proposes to evaluate the interpretability via robustness and induced metrics. And then, this paper gives some existing image-classification networks a comparison and an evaluation of robustness and interpretability, and get the interpretation of models shown in heatmap.
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Binglin Liu, Haitian Liu, Junchao Du, Qianchao Hu, and Feng Wang "Research on the interpretability of neural networks applied in image classification", Proc. SPIE 12642, Second International Conference on Electronic Information Engineering, Big Data, and Computer Technology (EIBDCT 2023), 126422E (2 May 2023); https://doi.org/10.1117/12.2674745
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KEYWORDS
Neural networks
Neurons
Artificial intelligence
Deep learning
Image classification
Systems modeling
Machine learning
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