一个强大的深度学习模型用于牙科植入物品牌的分类
Ikbal Leblebicioglu Kurtulus1, Mohammed Lubbad2, Ozden Melis Durmaz Yilmaz1
1Department of Prosthodontics, Faculty of Dentistry, Erciyes University, Kayseri, Turkey.
Journal of stomatology, oral and maxillofacial surgery
|March 10, 2024
概括
深度学习模型从全景放射图中准确地分类牙植入系统. ConvNeXt模型达到95.74%的准确性,为在未知情况下识别植入物品牌提供了有效的解决方案.
科学领域:
- 人工智能在牙科中的应用
- 医学成像分析 医学成像分析
- 深度学习应用程序
背景情况:
- 识别牙科植入物品牌对于治疗计划和并发症管理至关重要.
- 缺乏品牌信息可能会限制治疗选择并增加程序风险.
- 准确的现有植入物分类对于可预测的结果至关重要.
研究的目的:
- 应用深度学习技术来使用全景放射图对牙科植入系统进行分类.
- 评估拟议模型在实现准确和高效的牙植入物分类方面的优势.
- 在临床实践中应对未知的植入物品牌的挑战.
主要方法:
- 使用了一组数据集,其中包括1258张牙科植入患者的全景放射图.
- 训练和评估了25个卷积神经网络 (CNN) 模型,包括VGG16,ResNet-50,EfficientNet和ConvNeXt.
- 分类了六种不同的牙科植入系统,报告了精度,回忆和F1分数.
主要成果:
- 拟议的ConvNeXt模型表现出卓越的性能,达到95.74%的准确性.
- 该模型表现出牙科植入物系统分类的高精度和回忆率.
- ConvNeXt在相对较少的参数上实现了出色的性能,表明了高效率.
结论:
- 深度学习技术对于从全景放射图中准确分类牙植入系统是有效的.
- 开发的模型提供了一个可靠的工具,用于识别未知的牙科植入物品牌.
- 这项技术可以加强治疗计划,并改善植入式牙科的患者护理.
相关概念视频
01:18Classification of Bones
The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
01:21Tooth Anatomy
The human tooth enables us to eat a variety of foods, speak clearly, and even aid in shaping our faces. Teeth are composed of various elements that work together. Here's a detailed look at the anatomy of a human tooth.
The Crown, Neck, and Root
The visible part of the tooth is referred to as the crown. It's covered by enamel, the hardest substance in the human body. The crown is uniquely shaped for each type of tooth, allowing for different functions such as cutting, tearing, or grinding food.
The Crown, Neck, and Root
The visible part of the tooth is referred to as the crown. It's covered by enamel, the hardest substance in the human body. The crown is uniquely shaped for each type of tooth, allowing for different functions such as cutting, tearing, or grinding food.