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While piano music has become a significant area of study in Music Information Retrieval (MIR), there is a notable lack of datasets for piano solo music with text labels. To address this gap, we present PIAST (PIano dataset with Audio,…

声音 · 计算机科学 2024-11-08 Hayeon Bang , Eunjin Choi , Megan Finch , Seungheon Doh , Seolhee Lee , Gyeong-Hoon Lee , Juhan Nam

The NLP community has long advocated for the construction of multi-annotator datasets to better capture the nuances of language interpretation, subjectivity, and ambiguity. This paper conducts a retrospective study to show how performance…

计算与语言 · 计算机科学 2023-10-24 Pritam Kadasi , Mayank Singh

We introduce an extensive new dataset of MIDI files, created by transcribing audio recordings of piano performances into their constituent notes. The data pipeline we use is multi-stage, employing a language model to autonomously crawl and…

声音 · 计算机科学 2025-07-01 Louis Bradshaw , Simon Colton

Lectures are a learning experience for both students and teachers. Students learn from teachers about the subject material, while teachers learn from students about how to refine their instruction. However, online student feedback is…

计算与语言 · 计算机科学 2023-06-16 Rose E. Wang , Pawan Wirawarn , Noah Goodman , Dorottya Demszky

Teaching is one of the most important factors affecting any education system. Many research efforts have been conducted to facilitate the presentation modes used by instructors in classrooms as well as provide means for students to review…

机器学习 · 计算机科学 2012-01-16 Marian George , Moustafa Youssef

The identification and analysis of student satisfaction is a challenging issue. This is becoming increasingly important since a measure of student satisfaction is taken as an indication of how well a course has been taught. However, it…

计算机与社会 · 计算机科学 2020-06-16 Farzana Afrin , Mohammad Saiedur Rahaman , Margaret Hamilton

Machine learning from training data with a skewed distribution of examples per class can lead to models that favor performance on common classes at the expense of performance on rare ones. AudioSet has a very wide range of priors over its…

机器学习 · 计算机科学 2023-07-04 R. Channing Moore , Daniel P. W. Ellis , Eduardo Fonseca , Shawn Hershey , Aren Jansen , Manoj Plakal

This project presents an AI-based system for tone replication in music production, focusing on predicting EQ parameter settings directly from audio features. Unlike traditional audio-to-audio methods, our approach outputs interpretable…

声音 · 计算机科学 2025-09-30 Song-Ze Yu

Viewing polyphonic piano transcription as a multitask learning problem, where we need to simultaneously predict onsets, intermediate frames and offsets of notes, we investigate the performance impact of additional prediction targets, using…

声音 · 计算机科学 2019-02-13 Rainer Kelz , Sebastian Böck , Gerhard Widmer

Evaluation of students' performance for the completion of courses has been a major problem for both students and faculties during the work-from-home period in this COVID pandemic situation. To this end, this paper presents an in-depth…

机器学习 · 计算机科学 2020-09-08 Vipul Bansal , Himanshu Buckchash , Balasubramanian Raman

Automatic speech recognition systems are part of people's daily lives, embedded in personal assistants and mobile phones, helping as a facilitator for human-machine interaction while allowing access to information in a practically intuitive…

声音 · 计算机科学 2021-10-05 Julio Cesar Duarte , Sérgio Colcher

High quality user feedback data is essential to training and evaluating a successful music recommendation system, particularly one that has to balance the needs of multiple stakeholders. Most existing music datasets suffer from noisy…

信息检索 · 计算机科学 2021-09-17 Sasha Stoikov , Hongyi Wen

Voice signal classification based on human behaviours involves analyzing various aspects of speech patterns and delivery styles. In this study, a real-time dataset collection is performed where participants are instructed to speak twelve…

声音 · 计算机科学 2024-07-08 Ali Raza , Faizan Younas

Our research is in the relatively unexplored area of question answering technologies for patient-specific questions over their electronic health records. A large dataset of human expert curated question and answer pairs is an important…

计算与语言 · 计算机科学 2018-05-18 Preethi Raghavan , Siddharth Patwardhan , Jennifer J. Liang , Murthy V. Devarakonda

Human data annotation, especially when involving experts, is often treated as an objective reference. However, many annotation tasks are inherently subjective, and annotators' judgments may evolve over time. This study investigates changes…

Automatically estimating the performance difficulty of a music piece represents a key process in music education to create tailored curricula according to the individual needs of the students. Given its relevance, the Music Information…

声音 · 计算机科学 2025-05-30 Pedro Ramoneda , Minhee Lee , Dasaem Jeong , J. J. Valero-Mas , Xavier Serra

Students' perception of classes measured through their opinions on teaching surveys allows to identify deficiencies and problems, both in the environment and in the learning methodologies. The purpose of this paper is to study, through…

In this work we present a new approach for the task of predicting fingerings for piano music. While prior neural approaches have often treated this as a sequence tagging problem with independent predictions, we put forward a checklist…

机器学习 · 计算机科学 2022-09-14 Nikita Srivatsan , Taylor Berg-Kirkpatrick

Evaluating teachers' skills is crucial for enhancing education quality and student outcomes. Teacher discourse, significantly influencing student performance, is a key component. However, coding this discourse can be laborious. This study…

计算与语言 · 计算机科学 2024-12-20 Samuel Falcon , Jaime Leon

Piano playing requires agile, precise, and coordinated hand control that stretches the limits of dexterity. Hand motion models with the sophistication to accurately recreate piano playing have a wide range of applications in character…

图形学 · 计算机科学 2024-10-10 Ruocheng Wang , Pei Xu , Haochen Shi , Elizabeth Schumann , C. Karen Liu