quality assurance Archives

Two framed versions of the same dental radiograph on a gallery wall, one crisp and one muddy and underexposed

04 Sep Garbage In, Garbage Out: Image Quality and Why AI Still Needs a Good Radiograph

Posted at 09:44h in Dental Imaging by Raymond 0 Comments

0 Likes

A detection model will read an underexposed, cone-cut, motion-blurred bitewing without hesitation and hand you a confident, tidy result. That composure is the danger. Everything AI concludes about a radiograph is downstream of how well the image was made - and the machine cannot see...

A framed dental periapical radiograph on a gallery wall beside a glowing panel appraising it with a faint scoring overlay

09 Feb When the Machine Becomes the Critic: Deep Learning Now Grades the Radiograph Itself

Posted at 10:12h in Dental Imaging by Raymond 0 Comments

0 Likes

A neural network can now look at a periapical radiograph and tell you, in the instant it is captured, whether it is diagnostic. What it means when the image acquires its own critic....