Changeflow GovPing Telecom & Technology Deep Learning for Generating Orthodontic Aligne...
Routine Notice Added Final

Deep Learning for Generating Orthodontic Aligner Intermediate Stages

Favicon for changeflow.com ChangeBridge: EPO Bulletin - AI & Computing (G06N)
Published March 25th, 2026
Detected April 1st, 2026
Email

Summary

The European Patent Office published patent application EP4384114A1 by Solventum Intellectual Properties Company for a deep learning method generating intermediate stages for orthodontic aligners. The invention, classified under IPC A61C 7/00 and G06N 20/00, uses neural networks to predict treatment progression between initial and target tooth positions. This A1 publication covers all 31 designated EPC contracting states including EU member states.

What changed

The EPO published patent application EP4384114A1 disclosing a deep learning system for generating intermediate orthodontic aligner stages. The method uses neural networks (G06N 20/00) to process 3D dental models and generate treatment progression stages between initial and target positions. Inventors include Zimmer, Olson, Stark, Raddatz, Cunliffe, and Somasundaram. The application designates 31 EPC contracting states including all EU member states (AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LI, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR).

This is a patent publication rather than a regulatory change. Competitors developing AI-based orthodontic planning systems should review the claims to assess potential freedom-to-operate implications. The patent, if granted, would provide exclusivity in designated EPC territories. No compliance actions or deadlines apply to this document.

Source document (simplified)

← EPO Patent Bulletin

DEEP LEARNING FOR GENERATING INTERMEDIATE ORTHODONTIC ALIGNER STAGES

Publication EP4384114A1 Kind: A1 Mar 25, 2026

Applicants

Solventum Intellectual Properties Company

Inventors

ZIMMER, Benjamin D., OLSON, Cody J., STARK, Nicholas A., RADDATZ, Nicholas J., CUNLIFFE, Alexandra R., SOMASUNDARAM, Guruprasad

IPC Classifications

A61C 7/00 20060101AFI20250115BHEP G06T 19/20 20110101ALI20250115BHEP G06T 17/20 20060101ALI20250115BHEP G06N 20/00 20190101ALI20250115BHEP

Designated States

AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LI, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR

View original document →

Get daily alerts for ChangeBridge: EPO Bulletin - AI & Computing (G06N)

Daily digest delivered to your inbox.

Free. Unsubscribe anytime.

Classification

Agency
EPO
Published
March 25th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
EP4384114A1

Who this affects

Applies to
Medical device makers Healthcare providers
Industry sector
3345 Medical Device Manufacturing 3254 Pharmaceutical Manufacturing 5112 Software & Technology
Activity scope
Patent Filing AI-based Medical Device Technology
Geographic scope
European Union EU

Taxonomy

Primary area
Intellectual Property
Operational domain
Intellectual Property
Topics
Artificial Intelligence Healthcare

Get alerts for this source

We'll email you when ChangeBridge: EPO Bulletin - AI & Computing (G06N) publishes new changes.

Optional. Personalizes your daily digest.

Free. Unsubscribe anytime.