放射图表征学习(Radiograph Representation Learning)部分论文汇总

本文不保证时效性覆盖性

ICLR

• [link] [code] [MRM] [23]
  Advancing Radiograph Representation Learning with Masked Record Modeling

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MICCAI

• [link] [code] [M3AE] [22]
  Multi-modal Masked Autoencoders for Medical Vision-and-Language Pre-training

• [link] [code] [LMI] [21]
  Multimodal Representation Learning via Maximization of Local Mutual Information

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ICCV

• [link] [code] [GLoRIA] [21]
  GLoRIA: A Multimodal Global-Local Representation Learning Framework for Label-Efficient Medical Image Recognition

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ECCV

• [link] [code] [BioVIL] [22]
  Making the Most of Text Semantics to Improve Biomedical Vision–Language Processing

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NeurIPS

• [link] [code] [MGCA] [22]
  Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning

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MLHC

• [link] [code] [ConVIRT] [22]
  Contrastive Learning of Medical Visual Representations from Paired Images and Text

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Nature Machine Intelligence

• [link] [code] [REFERS] [22]
  Generalized radiograph representation learning via cross-supervision between images and free-text radiology reports

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medRxiv

• [link] [code] [MedKLIP] [23]
  MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training