Detection
Every image needs a clear answer on whether a fracture is present.
Bone Fracture Detection Model: AI X Ray Fracture Detection, Classification and Reporting
AI X Ray Fracture Detection, Classification and Reporting
The Bone Fracture Detection Model is a Technomous AI product that analyses X-rays, detects and classifies fractures by severity, highlights associated abnormalities and writes a textual report for radiologist review.
The Challenge
What stood in the way.
Radiologists need to assess fractures and the abnormalities that come with them on X-ray images. Doing this consistently, case after case, takes time.
Classification and severity
Fractures range from hairline to major, and severity has to be judged consistently.
Associated abnormalities
Misalignment, swelling and soft-tissue changes can accompany a fracture and need to be noticed.
Our Solution
How we answered it.
We built a computer-vision model that analyses X-rays automatically, states whether a fracture is detected, classifies it as hairline, minor or major and identifies its severity. It also detects bone misalignment, swelling and soft-tissue irregularities, and produces a textual report.
- ProblemEach X-ray needs a clear first answer.Our answerWe built automatic analysis with a fracture detected or not detected result.
- ProblemSeverity judgements can vary.Our answerWe added hairline, minor and major classification with severity identification.
- ProblemRelated abnormalities are easy to miss.Our answerWe added detection of misalignment, swelling and soft-tissue irregularities.
- ProblemFindings have to be communicated clearly.Our answerWe generate a textual report for both fracture and no-fracture cases.
How It Works
The parts that made the difference.
Automatic X-ray analysis
The model analyses each X-ray image automatically.
Fracture detected or not detected
Each image receives a clear result on whether a fracture is present.
Hairline, minor and major classification
Detected fractures are classified as hairline, minor or major.
Severity identification
The model identifies the severity of each fracture.
Results
What changed for the client.
The model gives radiologists a consistent first assessment to review.
- Faster fracture assessment
- Consistent severity classification
- AI reports for fracture and no-fracture cases
- Highlights of associated abnormalities
- Support for radiologist review
Technology
What it was built with.
Part of our AI and machine learning work.
- Computer Vision
- AI Image Analysis
- X-ray Imaging
Let’s Talk
The next big thing starts with a conversation.
An idea, a challenge, a “what if”. Tell us what you have in mind, and we’ll figure out the next step together.
What happens next
- Share your ideaSend the form or book a call, whichever suits you.
- Discovery callWe talk through your goals, timeline and scope.
- A clear proposalA fixed price or monthly rate before any work begins.
- info@technomous.com
- Phone
- +92 333 0440459
- Chat on WhatsApp