Deep Learning for Generating Orthodontic Aligner Intermediate Stages
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)
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
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