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En swin transformer-baseret model til skjoldbruskkirtlen knude detektion i ultralyd billeder
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JoVE Journal Medicine
A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images

En swin transformer-baseret model til skjoldbruskkirtlen knude detektion i ultralyd billeder

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

Automatic Translation

Automatic Translation

Her foreslås en ny model til detektering af skjoldbruskkirtelknuder i ultralydsbilleder, der bruger Swin Transformer som rygrad til at udføre langtrækkende kontekstmodellering. Eksperimenter viser, at det fungerer godt med hensyn til følsomhed og nøjagtighed.

Tags

Thyroid Nodule DetectionUltrasound ImagesSwin TransformerNodule Detection NetworkPyTorchMinicondaMM DetectionSwinFasterRCNNFasterRCNNYOLOv3SSDRetinaNetDETRNMS Post-processing

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