Background: Cervical cancer is a prevalent malignancy among women, often asymptomatic in early stages, complicating detection.
Objective: This study aims to investigate innovative techniques for early cervical cancer detection using a novel U-RCNNS model.
Methods: Cervical epithelial cell images stained with hematoxylin and eosin (HE) were analyzed using the U-RCNNS model, which integrates U-Net for segmentation and R-CNN for object detection, incorporating dilated convolution techniques.
Results: The U-RCNNS model significantly improved the accuracy of detecting and segmenting cervical cancer cells, with the enhanced Mask R-CNN showing notable advancements over the baseline model.
Conclusion: The U-RCNNS model presents a promising solution for early cervical cancer detection, offering improved accuracy compared to traditional methods and highlighting its potential for clinical application in early diagnosis.
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| http://dx.doi.org/10.2174/0115734056333197241211162651 | DOI Listing |
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