Transfer learning may explain pigeons' ability to detect cancer in histopathology

Oz Kilim; János Báskay; András Biricz; Zsolt Bedőházi; Péter Pollner; István Csabai

doi:10.1088/1748-3190/ad6825

July 26, 2024Bioinspiration & BiomimeticsOpen Access

Transfer learning may explain pigeons' ability to detect cancer in histopathology

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Key Points

Transfer learning principles may explain avian accuracy during complex histopathology tasks, providing a computational basis for unseen image classification.
Assessment of visual categorization models indicates that pigeons learn generalized histopathological images through progressive feature transfer.
Highlights the capacity of biological vision systems to perform cancer detection, but broader computational validation across clinical datasets remains needed.

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Implication

Theoretical analysis demonstrates visual transfer learning mechanisms in pigeons, highlighting potential computational explanations for avian cancer detection.

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Kilim et al. (2024) studied this question.

synapsesocial.com/papers/68e5ee8cb6db6435875834c8 https://doi.org/10.1088/1748-3190/ad6825

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Transfer learning may explain pigeons' ability to detect cancer in histopathology

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Transfer learning may explain pigeons' ability to detect cancer in histopathology

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