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A web-based deep learning cascade for automated detection and quantification of marginal bone loss

Niha Adnan1, Syed Muhammad Faizan Ahmed1, Ayesha Nooruddin1

  • 1Section of Dentistry, Department of Surgery, Aga Khan University, Karachi, Pakistan.

BMC Oral Health
|March 6, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Bone lossConvolutional Neural NetworksDeep LearningDental implantsDental radiographyMachine LearningTooth loss

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Classification 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...

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