A Machine Learning Framework for Osteoarthritis Diagnosis Using Advanced Feature Engineering

In addition to bone most cancers and other diseases, it isn't always unusual for people to be afflicted by fractures because of trauma or different motives. Fractures can arise in any bone in our body, including the ankle, heel, wrist, hip, ribs, foot, and chest. And greater. Fractures are not seen to the naked eye on an X-ray or CT test. However, those photographs are every so often insufficient for analysis. Nowadays, picture processing plays an essential role in fracture detection. Image processing is important for the storage and transmission of up-to-date facts, in particular for contemporary picture alternate, video coding (telephone conversation), digital libraries, photograph databases, and remote sensing. This article invites you to find out the imaging techniques used to stumble on fractures. This paper discusses the artwork of fracture detection the usage of new strategies to enhance image processing and fracture detection. This article affords the generation used to increase the photographic tool to intrusion detection gadgets, their blessings and drawbacks. Accuracy is the epoch value associated with a median value between 0.7 and zero.88, and we will recall an education mode with a model stored in h5 with many samples.

Authors

Institutions

Publication Details

Published
2025-03-28
DOI
https://doi.org/10.1109/icdsaai65575.2025.11011755
Primary Topic
Traditional Chinese Medicine Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Machine Learning Framework for Osteoarthritis Diagnosis Using Advanced Feature Engineering

Sujith Sai, Shanthi Thangam Manukumar, Y. Kowshik
Traditional Chinese Medicine Studies
article

A Machine Learning Framework for Osteoarthritis Diagnosis Using Advanced Feature Engineering

Sujith Sai, Shanthi Thangam Manukumar, Y. Kowshik
article en

Abstract

In addition to bone most cancers and other diseases, it isn't always unusual for people to be afflicted by fractures because of trauma or different motives. Fractures can arise in any bone in our body, including the ankle, heel, wrist, hip, ribs, foot, and chest. And greater. Fractures are not seen to the naked eye on an X-ray or CT test. However, those photographs are every so often insufficient for analysis. Nowadays, picture processing plays an essential role in fracture detection. Image processing is important for the storage and transmission of up-to-date facts, in particular for contemporary picture alternate, video coding (telephone conversation), digital libraries, photograph databases, and remote sensing. This article invites you to find out the imaging techniques used to stumble on fractures. This paper discusses the artwork of fracture detection the usage of new strategies to enhance image processing and fracture detection. This article affords the generation used to increase the photographic tool to intrusion detection gadgets, their blessings and drawbacks. Accuracy is the epoch value associated with a median value between 0.7 and zero.88, and we will recall an education mode with a model stored in h5 with many samples.

Sathyabama Institute of Science and Technology (IN)
Openalex Percentile: Top 81%
Traditional Chinese Medicine Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.