Characteristic discriminative prototype network with detailed interpretation for classification

Author:

Wen Jiajun,Kong Heng,Lai ZhihuiORCID,Zhu Zhijie

Funder

Guangdong Provincial Natural Science Foundation

Science and Technology Planning Project of Shenzhen Municipality

National Natural Science Foundation of China

Publisher

Elsevier BV

Reference34 articles.

1. This looks more like that: Enhancing self-explaining models by prototypical relevance propagation;Gautam;Pattern Recognit.,2023

2. Kim Been, et al., Interpretability beyond feature attribution: Quantitative testing with concept activation vectors, in: Proceedings of International Conference on Machine Learning, 2018, pp. 2668–2677.

3. Ribeiro Marco Tulio, Singh Sameer, Guestrin Carlos, Why should i trust you? Explaining the predictions of any classifier, in: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016, pp. 1135–1144.

4. Ancona Marco, Ceolini Enea, Öztireli Cengiz, Gross Markus, A unified view of gradient-based attribution methods for Deep Neural Networks, in: Proceedings of NIPS 2017-Workshop on Interpreting, Explaining and Visualizing Deep Learning, 2017.

5. Explainable deep learning for efficient and robust pattern recognition: A survey of recent developments;Bai;Pattern Recognit.,2021

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