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Found 4 papers, 4 papers with code
Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models
Concept-based models naturally lend themselves to the development of inherently interpretable skin lesion diagnosis, as medical experts make decisions based on a set of visual patterns of the lesion.
Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis
Early detection of melanoma is crucial for preventing severe complications and increasing the chances of successful treatment.
Explainable Deep Learning Methods in Medical Image Classification: A Survey
The remarkable success of deep learning has prompted interest in its application to medical imaging diagnosis.
Explainable artificial intelligence
Explainable Artificial Intelligence (XAI)
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A survey on attention mechanisms for medical applications: are we moving towards better algorithms?
This paper concludes with a critical analysis of the claims and potentialities presented in the literature about attention mechanisms and proposes future research lines in medical applications that may benefit from these frameworks.
