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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
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JoVE Journal Medicine
A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

DOI:
10.3791/64480-v

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04:23 min

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April 21, 2023

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, , , , , , ,
1Department of Ultrasonography,West China Hospital of Sichuan University, 2Department of Thyroid Surgery,West China Hospital of Sichuan University, 3MedAI Technology (Wuxi) Co. Ltd.

Chapters

  • 00:05Introduction
  • 00:44Environment Setup
  • 01:44Training the Swin Faster R-CNN
  • 02:25Performing Thyroid Nodule Detection on New Images
  • 03:18Results: Thyroid Nodule Detection in US Images
  • 03:55Conclusion

Summary

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Automatic Translation

Here, a new model for thyroid nodule detection in ultrasound images is proposed, which uses Swin Transformer as the backbone to perform long-range context modeling. Experiments prove that it performs well in terms of sensitivity and accuracy.

Tags

Thyroid Nodule DetectionUltrasound ImagesSwin TransformerNodule Detection NetworkPyTorchMinicondaMM DetectionSwinFasterRCNNFasterRCNNYOLOv3SSDRetinaNetDETRNMS Post-processing

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