Few-shot learning with deformable convolution for multi-scale lesion detection in mammography

    Medical physics, 2020.

    Cited by: 0|Bibtex|Views28|Links
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    Keywords:
    Attention factordeformable convolutionfew-shot learninglesion detectionmulti-scale feature

    Abstract:

    To achieve the few-shot learning required for medical image analysis, the proposed method uses transfer learning to execute feature knowledge transformation and includes deformable convolution to build a feature pyramid structure, which enhances the learning performance of the network for lesions. The results of comparative numerical expe...More

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