AlignAR

Doctor workspace

Good afternoon,
Dr. Rahal

Continue your precision-guided dental assembly workflow.

Active project

Maxillary Bracket Placement

7of 12

components confirmed

Illustrative maxillary dental training model with orthodontic brackets✓

Device compatibility

0 of 3 checks ready

0/3
CameraChecking browser
WebARChecking WebXR
Secure connectionChecking connection

Last session

Today, 2:14 PMAR-240718-042 · Dr. Rahal
View session

AI implementation evidence

From tooth detection to measured bracket correction

Engineering mode

Working AI milestone

Live FDI tooth-number detection

The camera frame stays on this device. Only the trained model is downloaded.

Ready
Rear-camera dental viewUse HTTPS and allow camera permission when prompted.

Current inputs

What is usable now

Dataset audited
FDI tooth detector1,213 images and 20,430 boxes were audited and cleaned to 32 permanent FDI classes. Held-out test: 0.749 mAP@50 / 0.499 mAP@50–95.Trained
Browser inferenceThe exported ONNX model runs against the live camera locally and draws FDI boxes without uploading patient frames.Connected
Bracket geometryThe files generate primitive geometry and print an inconsistent slot conversion. Useful for UI tests, not millimetre ground truth.Prototype only
Pose measurement contractSix-axis correction output, calibration evidence, confidence and model versions are now specified for implementation.Specified
Patient-use validationDisabled until target positions and tolerances are approved and measured testing passes on the intended devices.Safety gate

Required live output

Tell the operator exactly how to correct placement

Synthetic engineering exampleFDI 13 · correction to approved target
Mesial / distal0.6 mm mesially
Occlusal / gingival0.3 mm gingivally
Surface distance0.2 mm toward tooth
Rotation1.4° clockwise
Tip0.7° distally
Torque1.1° lingually

These numbers demonstrate the output format only. Live values will be calculated from calibrated 3D pose versus the approved case target; they are not a treatment recommendation.

Activity

Recent sessions

SessionProjectOperatorStatusUpdated

Validation interface

Component review

Synthetic demo
✓Upper right first molar bracketConfirmedDemo · 0.4 mm
✓Upper right second premolar bracketConfirmedDemo · 0.7 mm
!Upper right first premolar bracketReviewDemo · 1.8 mm
·Upper right canine bracketRemaining—

Session report

Accuracy summary ready for review

Illustrative report UI for session duration, component states, confidence values, manual overrides and model version.

DRDMAK

3 clinical reviewersAccess is controlled by project role and organization.