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Table 1.

Comparison of interpretable models.

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Fig 1.

CPTR model diagram.

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Fig 2.

Conceptual prototype tree model diagram.

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Fig 3.

Contrastive learning process diagram.

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Table 2.

Details of Cashew, Cassava and Appleleaf9 datasets.

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Fig 4.

Partial images of Cashew, Cassava, and AppleLeaf9 datasets.

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Fig 5.

Schematic diagram of data augmentation.

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Table 3.

Comparison of Experimental Results (mean ± std over three independent runs).

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Table 4.

Results of ablation experiment.

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Fig 6.

Confusion matrix.

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Fig 7.

Decision tree trained by CPTR.

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Fig 8.

An illustrative decision path of the CPTR model for a single sample.

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Table 5.

Comparison of fidelity across different models on datasets.

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