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Music Modeling

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

하위 태스크
0
평가표
2
보존된 평가 기록
18

<span style="color:grey; opacity: 0.6">( Image credit: R-Transformer )</span>

데이터셋

출처에 같은 태스크 이름으로 연결된 데이터셋입니다. 동명 태스크가 포함될 수 있으므로, 비교할 때는 평가 결과의 조건도 확인하세요.

Lakh MIDI Dataset

The Lakh MIDI dataset is a collection of 176,581 unique MIDI files, 45,129 of which have been matched and aligned to entries in the Million Song Dataset. Its goal is to facilitate large-scale music information retrieval, both symbolic (using the MIDI files alone) and audio content-based (using information extracted from the MIDI files as annotations for the matched audio files). Around 10% of all MIDI files include timestamped lyrics events with lyrics are often transcribed at the word, syllable or character level. LMD-full denotes the whole dataset. LMD-matched is the subset of LMD-full that consists of MIDI files matched with the Million Song Dataset entries. LMD-aligned contains all the files of LMD-matched, aligned to preview MP3s from the Million Song Dataset. A lakh is a unit of measure used in the Indian number system which signifies 100,000. Source: https://colinraffel.com/projects/lmd/ Audio Source: https://colinraffel.com/projects/lmd/

JSB Chorales

The JSB chorales are a set of short, four-voice pieces of music well-noted for their stylistic homogeneity. The chorales were originally composed by Johann Sebastian Bach in the 18th century. He wrote them by first taking pre-existing melodies from contemporary Lutheran hymns and then harmonising them to create the parts for the remaining three voices. The version of the dataset used canonically in representation learning contexts consists of 382 such chorales, with a train/validation/test split of 229, 76 and 77 samples respectively.

Lakh Pianoroll Dataset

The Lakh Pianoroll Dataset (LPD) is a collection of 174,154 multitrack pianorolls derived from the Lakh MIDI Dataset (LMD). ## Getting the dataset We provide multiple subsets and versions of the dataset (see here). The dataset is available here. ## Using LPD The multitrack pianorolls in LPD are stored in a special format for efficient I/O and to save space. We recommend to load the data with Pypianoroll (The dataset is created using Pypianoroll v0.3.0.). See here to learn how the data is stored and how to load the data properly. ## License Lakh Pianoroll Dataset is a derivative of Lakh MIDI Dataset by Colin Raffel, used under CC BY 4.0. Lakh Pianoroll Dataset is licensed under CC BY 4.0 by Hao-Wen Dong and Wen-Yi Hsiao. Please cite the following papers if you use Lakh Pianoroll Dataset in a published work. - Hao-Wen Dong, Wen-Yi Hsiao, Li-Chia Yang, and Yi-Hsuan Yang, "MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment," in Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI), 2018. - Colin Raffel, "Learning-Based Methods for Comparing Sequences, with Applications to Audio-to-MIDI Alignment and Matching," PhD Thesis, 2016. ## Related projects - MuseGAN - LeadSheetGAN

JS Fake Chorales

A MIDI dataset of 500 4-part chorales generated by the KS_Chorus algorithm, annotated with results from hundreds of listening test participants, with 500 further unannotated chorales.

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