Core Concepts
Neuro-symbolic paradigm enhances transparency and objectivity in action quality assessment, particularly in diving.
Abstract
Introduction to the concept of Action Quality Assessment (AQA) and its significance in various fields.
Comparison between current end-to-end neural models and the proposed neuro-symbolic approach for AQA.
Detailed explanation of the hierarchical neuro-symbolic system for fine-grained action analysis in diving.
Benefits of the neuro-symbolic approach, including state-of-the-art performance, detailed reporting, and objectivity.
Validation through expert surveys and feedback from domain experts like coaches and judges.
Evaluation of the system's performance in action recognition, temporal segmentation, and AQA compared to neural models.
Discussion on failures related to inaccurate pose estimation and potential improvements.
Extension possibilities of the neuro-symbolic approach to other sports or skills assessment domains.
Stats
現在のAQAアプローチは完全なニューラルモデルであり、主観的な人間の判断に基づいてトレーニングされている。
我々のシステムは、競技ダイビングにおけるSOTAパフォーマンスを達成している。
専門家調査によると、我々のシステムは専門家が96.1%の割合で好む結果を出力している。