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momspt-ml's Introduction

MomsPT ML Part

'λ§˜μŠ€ν”Όν‹°'μ—μ„œ μ²΄ν˜•λΆ„μ„μ„ μœ„ν•œ λ¨Έμ‹ λŸ¬λ‹ νŒŒνŠΈμž…λ‹ˆλ‹€.

Language

Python

Development Environment

ubuntu 18.04 CUDA 11.4 CUDNN 8.2

Tech Stack

python Blender flask

Architecture

Web Application Server Docker Container Base

μ„œλΉ„μŠ€ μ„œλ²„λ‘œλΆ€ν„° μ‚¬μš©μžμ˜ μ˜μƒ 정보가 λ‹΄κΈ΄ Requestκ°€ λ“€μ–΄μ˜€κ²Œ λ©λ‹ˆλ‹€.
ν•΄λ‹Ή μ˜μƒμ„ λΆ„μ„ν•˜μ—¬ 데이터λ₯Ό μΆ”μΆœν•˜κ³ , μ²΄ν˜•μ„ 3D둜 λ³€ν™˜ν•˜μ—¬ νŒŒμΌμ„ Response둜 μ œκ³΅ν•©λ‹ˆλ‹€.

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Tasks

2D Human Pose Estimation 3D Human Pose Estimation 3D Shape Reconstruction Motion Capture

SMPL models and layer is from SMPL-X model.

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Key features currently implemented

μ‚¬μš©μžλ‘œλΆ€ν„° μ œμžλ¦¬μ—μ„œ μ‹œκ³„λ°©ν–₯으둜 νšŒμ „ν•˜λŠ” μ˜μƒμ„ λ°›μ•„ Keypoints 및 Body Shape(3D Mesh)λ₯Ό μΆ”μΆœν•΄λ‚΄κ³ , 이λ₯Ό μ΄μš©ν•˜μ—¬ 3D model 파일둜 λ³€ν™˜ν•©λ‹ˆλ‹€.

Extracting User's 3D Keypoints & 3D Mesh (Vertices)

  • μ˜μƒμœΌλ‘œλΆ€ν„° μ‚¬μš©μžμ˜ 3D Keypoints μ’Œν‘œμ™€ 3D Mesh 값을 μΆ”μΆœ

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Convert data(Keypoints & Mesh) into 3D Model

  • μ‚¬μš©μžλ‘œλΆ€ν„° 얻어진 데이터λ₯Ό 톡해 3D model 파일둜 λ³€ν™˜(.glb, .fbx, .glTF)

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momspt-ml's People

Contributors

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Watchers

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