AI Body Measurement Estimation for Virtual Try-On
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Solution Overview
Problem
Existing virtual environments struggle to accurately simulate real-world scenarios, particularly in recreating human body measurements and garment fit, due to limitations in specialized hardware and incomplete data input from users.
Innovation Solution
An artificial intelligence model trained on human body measurement data and garment specifications is used to estimate body measurements and determine garment sizes based on minimal user input, without the need for specialized hardware.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If specialized hardware and extensive software-based user configuration are used to create virtual environments, then realism and immersion are improved, but device complexity and cost increase
Solution Approach 1:
The patent creates a virtual avatar that copies and represents the user's physical body characteristics, including measurements and appearance, without requiring specialized hardware. The avatar replicates real-world body data through computational models trained on user-provided information, achieving realism through digital representation rather than complex hardware simulations.
Solution Approach 2:
The patent replaces mechanical measurement systems with artificial intelligence models. Instead of using specialized hardware to physically measure body dimensions, the system uses AI algorithms trained on body measurement data to estimate measurements from user inputs, substituting mechanical complexity with computational intelligence.
2Measurement precision
If AI models are trained on comprehensive body measurement data, then measurement precision is improved, but loss of information about user input requirements increases
Solution Approach 1:
The patent applies partial action by requiring users to provide only specific body attributes and measurements relevant to the task, rather than demanding complete body scans or extensive data collection. The AI model processes these partial inputs to generate comprehensive body measurements, balancing data requirements with user convenience and information preservation.
3Measurement precision
If virtual environments use extensive software-based user configuration, then measurement precision is improved, but ease of operation deteriorates
Solution Approach 1:
The patent implements self-service by enabling users to input their own body attributes and measurements directly into the system. The AI model automatically processes this user-provided information to generate comprehensive body measurements and avatar representations, eliminating the need for complex external measurement tools or configurations while maintaining accuracy.
Data Source
AI summary
Systems and methods are disclosed for generation of human body part measurements and human body fit information. In some embodiments, a body-realistic human user avatar is created based on generated body measurements for the user. The disclosure includes use of artificial intelligence models to generate extensive body measurements for the user based on minimal physical measurements provided by the user as a training input to the artificial intelligence model. Aspects of the present disclosure address shortcomings present in existing virtual environment approaches that fail to accurately represent real-world human body characteristics or require extensive user-facing hardware components.