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@msai-cereal

Cereal

Exercise Posture Correction with Keypoint Detection and Language Models
  • Korea, South
README.md

๐ŸŒฑ MS AI School 3๊ธฐ Team Cereal

ํ”„๋กœ์ ํŠธ ๋ชฉํ‘œ

  • ์ž์„ธ ๊ต์ •: ์šด๋™ ์‹œ ํ‹€๋ฆฐ ์ž์„ธ๋ฅผ ๋ฐ”๋กœ์žก์•„ ์ƒํ•ด ์œ„ํ—˜์„ ์ค„์ž…๋‹ˆ๋‹ค.
  • ์‹ค์‹œ๊ฐ„ ํ”ผ๋“œ๋ฐฑ: AI๊ฐ€ ์šด๋™์ž์˜ ์ž์„ธ๋ฅผ ์‹ค์‹œ๊ฐ„์œผ๋กœ ๋ถ„์„ํ•˜์—ฌ ํ”ผ๋“œ๋ฐฑ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
  • ์‚ฌ์šฉ์ž ๊ฒฝํ—˜ ์ตœ์ ํ™”: ๋ชจ๋ฐ”์ผ๊ณผ ์›น ํ™˜๊ฒฝ์—์„œ ์ตœ์ ์˜ ์‚ฌ์šฉ์ž ๊ฒฝํ—˜์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

ํ”„๋กœ์ ํŠธ ๊ฐœ์š”

๋‹จ๊ณ„ ์„ค๋ช… ์ฃผ์š” ํ™œ๋™ ๊ฒฐ๊ณผ๋ฌผ Project Repository
1๏ธโƒฃ Keypoint Detection ๋ชจ๋ธ ๊ฐœ๋ฐœ :

Real-time Exercise Posture Analysis with Keypoint Detection		 ์ด ํ”„๋กœ์ ํŠธ๋Š” ์šด๋™ ์‹œ ์ž์„ธ ๊ต์ •์„ ์œ„ํ•œ Keypoint Detection์„ ํ™œ์šฉํ•˜์—ฌ ์‚ฌ์šฉ์ž์˜ ์šด๋™ ์ž์„ธ๋ฅผ ์‹ค์‹œ๊ฐ„์œผ๋กœ ๋ถ„์„ํ•˜๋Š” ๊ธฐ๋Šฅ์„ ์ค‘์ ์œผ๋กœ ํ•ฉ๋‹ˆ๋‹ค. - ์‹ค์‹œ๊ฐ„ ํ‚คํฌ์ธํŠธ ๊ฐ์ง€ ๊ธฐ๋Šฅ ๊ตฌํ˜„ (YOLOv8, AI Hub ๋ฐ์ดํ„ฐ์…‹, ์ถ”๊ฐ€ ๋ฐ์ดํ„ฐ์…‹ ๊ตฌ์ถ•)
- Gradio๋ฅผ ํ†ตํ•œ ์›น ๊ธฐ๋ฐ˜ ํ”„๋กœํ† ํƒ€์ž… ๊ฐœ๋ฐœ		 - Github Pages์— iframe์œผ๋กœ ๋„ฃ์–ด์ง„ Gradio ์›น ํ”„๋กœํ† ํƒ€์ž…
- ์‹ค์‹œ๊ฐ„ ์ž์„ธ ๊ฐ์ง€ ๋ฐ ๋ถ„์„ ์ œ๊ณต
- Keypoint Detection Project ๋ฐœํ‘œ PPT
- Github Repo (๋ชจ๋ธ ๊ณต์œ  ์–ด๋ ค์šธ์‹œ HF Hub ๊ณ ๋ ค)		 AI_Fitness_Trainer
2๏ธโƒฃ LLM ํ†ตํ•ฉ์„ ํ†ตํ•œ AI fitness trainer prototype ๊ฐœ๋ฐœ :

Multimodal AI Fitness Trainer with Keypoint Detection and Language Models		 ์ด ํ”„๋กœ์ ํŠธ๋Š” Keypoint Detection๊ณผ ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ๊ธฐ์ˆ ์„ ํ†ตํ•ฉํ•˜์—ฌ, ์šด๋™ ์ž์„ธ ๊ต์ • ํ”ผ๋“œ๋ฐฑ์„ ์ž์—ฐ์–ด๋กœ ์ œ๊ณตํ•˜๋Š” ๊ธฐ๋Šฅ์„ ์ค‘์ ์œผ๋กœ ํ•ฉ๋‹ˆ๋‹ค. - ์ž์—ฐ์–ด ํ”ผ๋“œ๋ฐฑ ์‹œ์Šคํ…œ ์—ฐ๋™ (OpenAI API, LangChain)
- ์‚ฌ์šฉ์ž ๊ฒฝํ—˜(UX) ๋ฐ ์‚ฌ์šฉ์ž ์ธํ„ฐํŽ˜์ด์Šค(UI) ๋””์ž์ธ ๊ฐœ์„ 
- ๋ชจ๋ฐ”์ผ ํ™˜๊ฒฝ ์ตœ์ ํ™”
- ์‹ค ์‚ฌ์šฉ์ž ํ…Œ์ŠคํŒ… ๋ฐ ํ”ผ๋“œ๋ฐฑ ๋ฐ˜์˜		 - ํœด๋Œ€ํฐ์—์„œ ์ตœ์ ํ™”๋œ UX/UI๋ฅผ ๊ฐ–์ถ˜ ์•ฑ ํ˜•ํƒœ์˜ ์„œ๋น„์Šค
- ์‹ค์‹œ๊ฐ„ ์ž์„ธ ๊ต์ • ๋ฐ ํ…์ŠคํŠธ ๊ธฐ๋ฐ˜ ํ”ผ๋“œ๋ฐฑ ์ œ๊ณต
- Github Repo
- AI Project ๋ฐœํ‘œ PPT

๐Ÿ›  ํŒ€์› & ์—ญํ• 

  • A(์ตœ์•„๋ฆฌ) - ๋ชจ๋ธ ์„œ๋น™ & SW ๊ฐœ๋ฐœ
  • B(๊น€์€๊ต) - ํ†ตํ•ฉ ์‹œ์Šคํ…œ ์—”์ง€๋‹ˆ์–ด๋ง
  • C(๊น€์š”์…‰) - YOLOv8 ๋ชจ๋ธ๋ง
  • D(๊ณ ์ •๋นˆ) - ์šด๋™๋ณ„ ์ž์„ธ ํ‰๊ฐ€ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ
  • E(๋ฐ•ํ˜„์ƒ) - ๋ฐ์ดํ„ฐ ์—”์ง€๋‹ˆ์–ด๋ง
  • F(์ž„ํƒœํ•˜) - ์‹œํ€€์Šค ๋ชจ๋ธ๋ง (LSTM)

๋ฐœํ‘œ์ž๋ฃŒ

MSAI3๊ธฐ_3ํŒ€_CEREAL_AI-Fitness-Trainer_๋ฐœํ‘œ์ž๋ฃŒ.pdf

๐Ÿง™ ๊ฐ์‚ฌ์˜ ๋ง

  • Shout out to AI Hub Korea!

Made with โค๏ธ by Team Cereal

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  1. .github .github Public archive

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  2. ai_fitness_trainer_v2 ai_fitness_trainer_v2 Public archive

    Web-Based Exercise Posture Evaluation and AI Voice Feedback System

    JavaScript 6

Repositories

Showing 3 of 3 repositories
  • AI_Fitness_Trainer_v1 Public archive

    real-time exercise posture classification and assessment system implemented as an OpenCV library utilizing Ultralytics' YOLOv8 and LSTM

    msai-cereal/AI_Fitness_Trainer_v1โ€™s past year of commit activity
    Python 3 AGPL-3.0 0 2 5 Updated May 13, 2024
  • ai_fitness_trainer_v2 Public archive

    Web-Based Exercise Posture Evaluation and AI Voice Feedback System

    msai-cereal/ai_fitness_trainer_v2โ€™s past year of commit activity
    JavaScript 6 0 0 0 Updated Dec 14, 2023
  • .github Public archive
    msai-cereal/.githubโ€™s past year of commit activity
    0 1 0 0 Updated Nov 16, 2023

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