项目作者: ParitoshParmar

项目描述 :
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment
高级语言: Python
项目地址: git://github.com/ParitoshParmar/MTL-AQA.git
创建时间: 2019-06-11T16:26:50Z
项目社区:https://github.com/ParitoshParmar/MTL-AQA

开源协议:

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📢 Announcement: Workshop on Action Quality Assessment at ICCV 2025! 📢

April 2025 📢 📢 📢 We will be organizing Workshop on Skilled Activity Understanding, Assessment and Feedback Generation (SAUAFG) at ICCV 2025! More info on SAUAFG Website. Consider submitting your papers! See you in Honolulu, Hawaii!

MTL-AQA

What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment

MTL-AQA Concept:

diving_video


mtl_net

If you want to train Pose Estimators and Object Detectors for AQA/Diving, we provide that data: here

This repository contains MTL-AQA dataset + code introduced in the above paper. If you find this dataset or code useful, please consider citing:

  1. @inproceedings{mtlaqa,
  2. title={What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment},
  3. author={Parmar, Paritosh and Tran Morris, Brendan},
  4. booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  5. pages={304--313},
  6. year={2019}
  7. }

🚀 Also Check Out Our New Approach! 🚀

Oct 2024: We have developed a new approach, NeuroSymbolic AQA, that builds upon this approach, but also analyses and scores using Professional Rules-based programs. It is Comprehensive and Explainable AQA which can generate Full Performance Reports for Actionable Insights!!! We encourage you to checkout [Code, Rules-based Programs, Dataset] [Demo] [Full Paper]

You are welcome to continue using this project, as it will still be maintained alongside the new approach!

Check out our other relevant works:

Fine-grained Exercise Action Quality Assessment: Self-Supervised Pose-Motion Contrastive Approaches for Fine-grained Action Quality Assessment (can be used for Diving as well!) + Fitness-AQA dataset

Want to know the score of a Dive at the ongoing Olympics, even before the judges’ decision? Try out our AI Olympics Judge