Generating of 3D-printed custom wearables
Disclosed is a platform for generating and delivering 3-D printed wearables. The platform includes scanning, image processing, machine learning, computer vision, and user input to generate a printed wearable. Scanning occurs in a number of ways across a number of devices. The variability of scanning generates a number of scanning output types. Outputs from the scanning process are normalized into a single type during image processing. The computer vision and machine learning portions of the platform use the normalized body scan to develop models that may be used by a 3D printer to generate a wearable customized to the user. The platform further provides opportunities for the user to check the work of the scanning, image processing, computer vision, and machine learning. The user input enables the platform to improve and inform the machine learning aspects.
1. A system comprising:
a processing server configured to execute the following operations consecutively:
(a) generate a digital model of a body part based on body part image data;
(b) generate a 3D model of a wearable based on the digital model of the body part; and
(c) transmit instructions arranged to cause a 3D printer to print a physical wearable based on the 3D model of the wearable; and
a processor-enabled backend server including server application software configured to receive user input from a client application, wherein the user input takes a form of: a first set of body part image data, a first digital model of a body part, or a first 3D model of a wearable;
wherein the server application software is configured to determine a form of the user input, then determine an introduction step of the consecutive steps at which to begin operations on the user input based on the form, wherein the introduction step is:
step (a) when the form is the first set of body part image data;
step (b) when then form is the first digital model of the body part; and
step (c) when the form is the first 3D model of the wearable; and
wherein the server application is further configured to operate on the user input at the introduction step.
2. The system of claim 1 , wherein step (a) further includes:
outputting, to a user, the digital model of the body part.
3. The system of claim 1 , wherein step (b) further includes:
outputting, to a user, the 3D model of the wearable.
4. The system of claim 1 , wherein steps (a) and (b) both further include:
determining a type of wearable that a user has ordered.
5. The system of claim 1 , wherein step (b) further includes:
querying a user for performance feedback on generation of the 3D model of the wearable and updating a machine-learned model for constructing 3D models of wearables based on the performance feedback.
6. A method comprising:
executing, by a processor, operations that include, consecutively:
(a) generating a digital model of a body part based on body part image data;
(b) generating a 3D model of a wearable based on the digital model of the body part; and
(c) transmitting instructions arranged to cause a 3D printer to print a physical wearable based on the 3D model of the wearable;
receiving, by the processor, a user input from a client application, wherein the user input takes a form of: a first set of body part image data, a first digital model of a body part, or a first 3D model of a wearable;
determining, by the processor, a first form of the user input;
determining, by the processor, an introduction step of the consecutive steps to begin operations on the user input at based on the form, wherein the introduction step is:
step (a) when the form is the first set of body part image data;
step (b) when then form is the first digital model of the body part; and
step (c) when the form is the first 3D model of the wearable; and
operating, by the processor, on the user input at the introduction step.
7. The method of claim 6 , wherein step (b) further includes:
querying a user for performance feedback on generation of the 3D model of the wearable and updating a machine-learned model for constructing 3D models of wearables based on the performance feedback.
8. The method of claim 6 , wherein steps (a) and (b) both further include:
determining a type of wearable that a user has ordered.