{"work":{"id":"ded6f28d-171f-48d7-861a-9d653fccecb4","openalex_id":null,"doi":null,"arxiv_id":"1612.01840","raw_key":null,"title":"FMA: A Dataset For Music Analysis","authors":null,"authors_text":"M","year":2016,"venue":"cs.SD","abstract":"We introduce the Free Music Archive (FMA), an open and easily accessible dataset suitable for evaluating several tasks in MIR, a field concerned with browsing, searching, and organizing large music collections. The community's growing interest in feature and end-to-end learning is however restrained by the limited availability of large audio datasets. The FMA aims to overcome this hurdle by providing 917 GiB and 343 days of Creative Commons-licensed audio from 106,574 tracks from 16,341 artists and 14,854 albums, arranged in a hierarchical taxonomy of 161 genres. It provides full-length and high-quality audio, pre-computed features, together with track- and user-level metadata, tags, and free-form text such as biographies. We here describe the dataset and how it was created, propose a train/validation/test split and three subsets, discuss some suitable MIR tasks, and evaluate some baselines for genre recognition. Code, data, and usage examples are available at https://github.com/mdeff/fma","external_url":"https://arxiv.org/abs/1612.01840","cited_by_count":null,"metadata_source":"pith","metadata_fetched_at":"2026-05-25T15:40:59.491810+00:00","pith_arxiv_id":"1612.01840","created_at":"2026-05-10T10:19:20.000693+00:00","updated_at":"2026-05-25T15:40:59.491810+00:00","title_quality_ok":false,"display_title":"Fma: A dataset for music analysis","render_title":"Fma: A dataset for music analysis"},"hub":{"state":{"work_id":"ded6f28d-171f-48d7-861a-9d653fccecb4","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":18,"external_cited_by_count":null,"distinct_field_count":2,"first_pith_cited_at":"2019-06-25T15:30:07+00:00","last_pith_cited_at":"2026-05-18T08:54:32+00:00","author_build_status":"not_needed","summary_status":"needed","contexts_status":"needed","graph_status":"needed","ask_index_status":"not_needed","reader_status":"not_needed","recognition_status":"not_needed","updated_at":"2026-05-31T11:52:39.487424+00:00","tier_text":"hub"},"tier":"hub","role_counts":[{"context_role":"background","n":3},{"context_role":"dataset","n":1}],"polarity_counts":[{"context_polarity":"background","n":3},{"context_polarity":"use_dataset","n":1}],"runs":{},"summary":{},"graph":{},"authors":[]}}