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

€3000-5000 EUR

Fermé
Publié il y a 5 mois

€3000-5000 EUR

Payé lors de la livraison
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. Requirements: - 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.
N° de projet : 37471299

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Actif à il y a 4 mois

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À propos du client

Drapeau de BELGIUM
Antwerp, Belgium
5,0
3
Méthode de paiement vérifiée
Membre depuis août 6, 2013

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