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Piano Skills Assessment
arXiv - CS - Multimedia Pub Date : 2021-01-13 , DOI: arxiv-2101.04884
Paritosh Parmar, Jaiden Reddy, Brendan Morris

Can a computer determine a piano player's skill level? Is it preferable to base this assessment on visual analysis of the player's performance or should we trust our ears over our eyes? Since current CNNs have difficulty processing long video videos, how can shorter clips be sampled to best reflect the players skill level? In this work, we collect and release a first-of-its-kind dataset for multimodal skill assessment focusing on assessing piano player's skill level, answer the asked questions, initiate work in automated evaluation of piano playing skills and provide baselines for future work.

中文翻译:

钢琴技巧评估

计算机可以确定钢琴演奏者的技能水平吗?是基于对球员表现的视觉分析来进行这种评估,还是我们应该将耳朵放在眼睛上呢?由于当前的CNN难以处理长视频视频,如何对较短的剪辑进行采样以最好地反映玩家的技能水平?在这项工作中,我们收集并发布了首个用于多模式技能评估的数据集,重点是评估钢琴演奏者的技能水平,回答所提出的问题,启动自动评估钢琴演奏技巧的工作并为将来的工作提供基准。
更新日期:2021-01-14
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