Aligner image based quality control system
A method for inspecting a customized orthodontic aligner for manufacturing defects, the customized orthodontic aligner customized for a specific arch of a specific patient and a specific stage of orthodontic treatment, the method including obtaining images of the customized orthodontic aligner; identifying an identifier of the customized orthodontic aligner, determining a digital file based on the identifier, the digital file associated with the customized orthodontic aligner including a digital model of a mold used during manufacture of the customized orthodontic aligner, determining a intended property for the customized orthodontic aligner by digitally manipulating the digital model of the mold, determining an actual property of the customized orthodontic aligner from the images, determining whether there is a manufacturing defect in the customized orthodontic aligner by comparing the intended property with the actual property, outputting an output associated with the determination of whether there is a manufacturing defect.
1. A method for inspecting a customized orthodontic aligner for manufacturing defects, the customized orthodontic aligner customized for a specific arch of a specific patient and a specific stage of orthodontic treatment, the method comprising:
obtaining one or more images of the customized orthodontic aligner;
identifying an identifier of the customized orthodontic aligner;
determining, from a plurality of digital files, a digital file associated with the customized orthodontic aligner based on the identified identifier, the digital file associated with the customized orthodontic aligner including a digital model of a mold used during manufacture of the customized orthodontic aligner;
determining an intended property for the customized orthodontic aligner by digitally manipulating the digital model of the mold used during manufacture of the customized orthodontic aligner;
determining an actual property of the customized orthodontic aligner from the one or more images of the customized orthodontic aligner;
determining whether there is a manufacturing defect in the customized orthodontic aligner by comparing the intended property for the customized orthodontic aligner with the actual property of the customized orthodontic aligner; and
outputting an output associated with the determination of whether there is a manufacturing defect.
2. The method of claim 1 , wherein the intended property for the customized orthodontic aligner comprises an intended silhouette of the customized orthodontic aligner in a plane, and wherein the actual property of the customized orthodontic aligner comprises an actual silhouette of the customized orthodontic aligner in the plane as captured by one or more images of the customized orthodontic aligner.
3. The method of claim 2 , wherein comparing the intended property with the actual property of the customized orthodontic aligner comprises comparing the intended silhouette with the actual silhouette and determining whether differences exceed a threshold value.
4. The method of claim 1 , wherein the intended property for the customized orthodontic aligner comprises an intended cutline for the customized orthodontic aligner, and wherein the actual property of the customized orthodontic aligner comprises an actual cutline of the customized orthodontic aligner as determined from the one or more images.
5. The method of claim 1 , wherein the identifier of the customized orthodontic aligner is printed on the customized orthodontic aligner, and wherein the identifier of the customized orthodontic aligner is identified by analyzing the one or more images of the customized orthodontic aligner.
6. The method of claim 1 , wherein identifying the identifier of the customized orthodontic aligner comprises receiving user input of the identifier.
7. The method of claim 1 , wherein the intended property for the customized orthodontic aligner is determined by digitally manipulating a portion of a surface of the digital model of the mold to approximate a surface of the customized orthodontic aligner.
8. The method of claim 7 , wherein the surface of the customized orthodontic aligner is approximated by offsetting the portion of the surface of the digital model of the mold by a distance.
9. The method of claim 7 , wherein the intended property for the customized orthodontic aligner is determined by virtually projecting a cut line associated with the customized orthodontic aligner to the approximated surface of the customized orthodontic aligner.
10. The method of claim 7 , wherein the intended property for the customized orthodontic aligner comprises an intended silhouette of the customized orthodontic aligner in a plane, and wherein the intended silhouette of the customized orthodontic aligner is determined by computing a silhouette of the approximated surface of the customized orthodontic aligner in the plane.
11. The method of claim 1 , wherein the intended property for the customized orthodontic aligner is determined by computing a silhouette of the digital model of the mold in a plane.
12. The method of claim 11 , wherein the intended property of the customized orthodontic aligner comprises an intended silhouette of the customized orthodontic aligner in the plane, and wherein the intended silhouette of the customized orthodontic aligner is computed by offsetting a perimeter of the computed silhouette of the digital model of the mold in the plane.
13. The method of claim 1 , wherein the output comprises a determination that a defect is present, and wherein the output comprises proposed digital modifications to the digital model of the mold used during manufacture of the customized orthodontic aligner to limit future defects.
14. The method of claim 13 , wherein the proposed digital modifications to the digital model of the mold comprise at least one of added virtual filler material, revisions to a cutline, or modifications to one or more attachments of the mold.
15. A method for inspecting a customized orthodontic aligner for manufacturing defects, the customized orthodontic aligner customized for a specific arch of a specific patient and a specific stage of orthodontic treatment, the method comprising:
obtaining one or more images of the customized orthodontic aligner;
identifying an identifier of the customized orthodontic aligner;
determining, from a plurality of digital files, a digital file associated with the customized orthodontic aligner based on the identified identifier, the digital file associated with the customized orthodontic aligner including a digital model of the customized orthodontic aligner, the digital model of the customized orthodontic aligner produced by digitally manipulating a digital model of a staged dental arch of the specific patient that is associated with the specific stage of orthodontic treatment;
determining an intended property for the customized orthodontic aligner from the digital model of the customized orthodontic aligner;
determining an actual property of the customized orthodontic aligner from the one or more images;
determining whether there is a manufacturing defect in the customized orthodontic aligner by comparing the intended property for the customized orthodontic aligner with the actual property of the customized orthodontic aligner; and
outputting an output associated with the determination of whether there is a manufacturing defect.
16. The method of claim 15 , wherein the intended property for the customized orthodontic aligner comprises an intended silhouette of the customized orthodontic aligner in a plane, and wherein the actual property of the customized orthodontic aligner comprises an actual silhouette of the customized orthodontic aligner in the plane as captured by one or more images of the customized orthodontic aligner.
17. The method of claim 15 , wherein the intended property for the customized orthodontic aligner comprises an intended cutline for the customized orthodontic aligner, and wherein the actual property of the customized orthodontic aligner comprises an actual cutline of the customized orthodontic aligner as determined from the one or more images.
18. The method of claim 15 , wherein the identifier of the customized orthodontic aligner is printed on the customized orthodontic aligner, and wherein the identifier of the customized orthodontic aligner is identified by analyzing the one or more images of the customized orthodontic aligner or by receiving user input of the identifier.
19. A method for inspecting a customized orthodontic aligner for manufacturing defects, the customized orthodontic aligner customized for a specific arch of a specific patient and a specific stage of orthodontic treatment, the method comprising:
obtaining one or more images of the customized orthodontic aligner;
identifying an identifier of the customized orthodontic aligner;
determining, based on the identifier of the customized orthodontic aligner, an intended property for the customized orthodontic aligner, the intended property for the customized orthodontic aligner determined by digitally manipulating a digital model of a mold used during manufacture of the customized orthodontic aligner;
determining an actual property of the customized orthodontic aligner from the one or more images;
determining whether there is a manufacturing defect in the customized orthodontic aligner by comparing the intended property for the customized orthodontic aligner with the actual property of the customized orthodontic aligner; and
outputting an output associated with the determination of whether there is a manufacturing defect.
20. The method of claim 19 , wherein the intended property for the customized orthodontic aligner comprises an intended silhouette of the customized orthodontic aligner in a plane, and wherein the actual property of the customized orthodontic aligner comprises an actual silhouette of the customized orthodontic aligner in the plane as captured by one or more images of the customized orthodontic aligner.
21. The method of claim 19 , wherein the intended property for the customized orthodontic aligner comprises an intended cutline for the customized orthodontic aligner, and wherein the actual property of the customized orthodontic aligner comprises an actual cutline of the customized orthodontic aligner as determined from the one or more images.
22. The method of claim 19 , wherein the identifier of the customized orthodontic aligner is printed on the customized orthodontic aligner and wherein the identifier of the customized orthodontic aligner is identified by analyzing the one or more images of the customized orthodontic aligner or by receiving user input of the identifier.
23. The method of claim 1 , the method further comprising determining an inspection recipe for the customized orthodontic aligner based on the obtained one or more images of the customized orthodontic aligner or the digital file associated with the customized orthodontic aligner.
24. The method of claim 23 , wherein the inspection recipe specifies one or more additional images of the customized orthodontic aligner to be captured.
25. The method of claim 23 , wherein the inspection recipe is based on the digital file associated with the customized orthodontic aligner, and wherein the inspection recipe is determined by a predictive model that identifies locations of the customized orthodontic aligner that are at higher risk for one or more defects.
26. The method of claim 15 , the method further comprising determining an inspection recipe for the customized orthodontic aligner based on the obtained one or more images of the customized orthodontic aligner or the digital file associated with the customized orthodontic aligner.
27. The method of claim 19 , the method further comprising determining an inspection recipe for the customized orthodontic aligner based on the obtained one or more images of the customized orthodontic aligner or a digital file associated with the customized orthodontic aligner.