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NEXTLab-ZJU/popular-hook

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Hugging Face2024-11-06 更新2025-04-12 收录
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--- tags: - music - midi - emotion size_categories: - 10K<n<100K --- # Popular Hooks This is the dataset repository for the paper: Popular Hooks: A Multimodal Dataset of Musical Hooks for Music Understanding and Generation, in 2024 IEEE International Conference on Multimedia and Expo Workshops (ICMEW). ## 1. Introduction Popular Hooks, a shared multimodal music dataset consisting of **38,694** popular musical hooks for music understanding and generation; this dataset has the following key features: - **Multimodal Music Data** - **Accurate Time Alignment** - **Rich Music Annotations** ## 2. Modalities - Midi - Lyrics - Video (Youtube link provided, you need to download it by yourself) - Audio ## 3. High Level Music Information - Melody - Harmony - Structure - Genre - Emotion(Russell's 4Q) - Region ## 4. Dataset File Structure - info_tables.xlsx: it contains a list describing the baisc information of each midi file (index, path, song name, singer, song url, genres, youtube url, youtube video start time and end time/duration, language, tonalities) - midi/{index}/{singer_name}/{song_name}: - complete_text_emotion_result.csv: it contains the emotion class(4Q) which is predicted with the total lyrics of the song. - song_info.json: it contains the song's section info, theorytab DB url and genres info. - total_lyrics.txt: it contains the song's complete lyrics which is collected from music API(lyricsGenius, NetEase, QQMusic) - youtube_info.json: it contains the url of the song in Youtube, the start time and end time/duration of the video section. - ./{section} - {section}.mid: the section in midi format - {section}.txt: it contains the tonalites of the section. - {section}_audio_emotion_result.csv: it contains the emotion class(4Q) which is predicted with the audio of the section. - {section}_lyrics.csv: it contains the lyrics of the section. - {section}_midi_emotion_result.csv: it contains the emotion class(4Q) which is predicted with the midi of the section. - {section}_multimodal_emotion_result.csv: it contains the emotion class(4Q) which is selected from the multimodal emotions of the section. - {section}_text_emotion_result.csv: it contains the emotion class(4Q) which is predicted with the lyrics of the section. - {section}_video_emotion_result.csv: it contains the emotion class(4Q) which is predicted with the video of the section. ## 5. Demo <img src='https://huggingface.co/datasets/NEXTLab-ZJU/popular-hook/resolve/main/imgs/popular_hooks_demo.png'>
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