POC of Body-Type Classification based on Clothed Pictures taken by a Smartphone Camera

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I am looking for a freelancer to create a proof of concept (POC) for a body-type classification system. The purpose of this classification is to provide fashion advice based on clothed pictures taken by a smartphone camera. At this moment, the POC must only output a class_label.

Specifically, this means two things must be developed:

1) REST API that is taking an image and returns a class-type (e.g. "triangle", etc.) to indicate the type of body;

2) Rudimentary web-interface to upload an image

In terms of classification, obviously this means a proposed ML pipeline will contain following additional checks to be performed prior to invoking the body-type classification:

1) Gender classification (the POC must only accept Female images)

2) Full Body vs Partial Body detection (the POC most only accept full body images)

3) The actual body-type classification of 6 different classes

Three dominant (and recent) academic research papers will be used as the foundation for an accurate problem description. These papers will be provided, and are as following:

1) "Human Body Shape Classification Based on a Single Image" (2023) by Cameron Trotter et al.

2) "Style recommendations for female body shape: A case study from fashion stylists" (2022) by Wenjia Zong et al.

3) "ShapeMate: A virtual tape measure" (2020) by Alexandros Neophytou et al.

4) "Body Size Measurement Using a Smartphone" (2021) by Kamrul Hasan Foysal et al.


- The system should be able to accurately classify body types based on an image from a smartphone.

- The classification should be specific to a particular gender.

- We are looking for a preferred accuracy level of 90-95%.

Ideal Skills and Experience:

- Experience in computer vision and image classification.

- Proficiency in machine learning algorithms and techniques using Python.

- Familiarity with smartphone camera technology and image processing (YOLO, etc.).

- Knowledge of fashion and body type analysis would be a plus.

Please provide examples of previous projects and relevant skills in your proposal.

Machine Learning (ML) Python Artificial Intelligence Computer Vision Deep Learning

ID dự án: #37471299

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