diff --git a/README.md b/README.md index 44342eb..52d5600 100644 --- a/README.md +++ b/README.md @@ -13,44 +13,50 @@ A curated list of Datasets and Models for Music Emotion Recognition (MER) ## Dataset -| Dataset | Year | # of instances | Length | Type | Categorical | Dimensional | Dynamic | Induced | -|-----------------------------------|------|----------------|--------|------------|-------------|-------------|---------|----------| -| MoodsMIREX | 2007 | 269 | 30s | MP3 | 5 labels | - | Static | Perceived| -| CAL500 | 2007 | 500 | full | MP3 | 174 labels | - | Static | Perceived| -| Yang-Dim | 2008 | 195 | 25s | WAV | - | Russell | Static | Perceived| -| MoodSwings | 2008 | 240 | 15s | MP3 | - | Russell | Dynamic | Perceived| -| NTWICM | 2010 | 2,648 | full | MP3 | - | Russell | Static | Perceived| -| Soundtracks | 2011 | 470 | 15s-1m | MP3 | 6 labels | 3 dimemsions| Static | Perceived| -| DEAP | 2012 | 120 | 60s | YouTube id | - | Russell | Static | Induced | -| Panda et al.'s dataset | 2013 | 903 | 30s | MP3, MIDI | 21 labels | - | Static | Perceived| -| Solymani et al.'s dataset | 2013 | 1000 | 45s | MP3 | - | Russell | Both | Perceived| -| Emotify | 2016 | 400 | 60s | MP3 | GEMS | - | Static | Induced | -| Moodo | 2016 | 200 | 15s | WAV | - | Russell | Static | Perceived| -| CH818 | 2017 | 818 | 30s | MP3 | - | Russell | Static | Perceived| -| 4Q-emotion | 2018 | 900 | 30s | MP3 | Quadrants | - | Static | Perceived| -| MediaEval DEAM | 2018 | 2,058 | 45s | MP3 | - | Russell | Both | Perceived| -| PMEmo | 2018 | 794 | full | MP3 | - | Russell | Both | Induced | -| RAVDESS | 2018 | 1,012 | full | MP3, MP4 | 5 labels | - | Static | Perceived| -| DMDD | 2018 | 18,644 | full | Audio, Lyrics | - | Russell | Static | Perceived| -| MTG-Jamendo | 2019 | 18,486 | full | MP3 | 56 labels | - | Static | Perceived| -| VGMIDI | 2019 | 200 | full | MIDI | - | Russell | Dynamic | Perceived| -| Turkish Music Emotion | 2019 | 400 | 30s | MP3 | 4 labels | - | Static | Perceived| -| EMOPIA | 2021 | 1,087 | 30s-40s| Audio, MIDI| Quadrants | - | Static | Perceived| -| MER500 | 2020 | 494 | 10s | WAV | 5 labels | - | Static | Perceived| -| Music4all | 2020 | 109,269 | 30s | WAV | - | 3 dimensions| Static | Perceived| -| CCMED-WCMED | 2020 | 800 | 8-20s | WAV | - | Russell | Static | Perceived| -| MuSe | 2021 | 90,001 | full | Audio | - | Russell (V-A-D) | Static | Perceived| -| HKU956 | 2022 | 956 | full | MP3 | - | Russell | Static | Induced | -| MERP | 2022 | 54 | full | WAV | - | Russell | Both | Perceived| -| MuVi | 2022 | 81 | full | YouTube id | GEMS | Russell | Both | Perceived| -| YM2413-MDB | 2022 | 699 | full | WAV, MIDI | 35 labels | - | Static | Perceived| -| MusAV | 2022 | 2,092 | full | WAV | - | Russell | Static | Perceived| -| EmoMV | 2023 | 5,986 | 30s | WAV | 6 labels | - | Static | Perceived| -| Indonesian Song | 2023 | 476 | full | WAV | 3 labels | - | Static | Perceived| -| TROMPA-MER | 2023 | 1,161 | 30s | WAV | 11 labels | - | Static | Perceived| -| EMMA | 2024 | 364 | 30s-60s| WAV | GEMS | - | Static | Perceived| -| SiTunes | 2024 | 300 | full | WAV | - | Russell | Static | Induced | - +| Dataset | Year | # of instances | Length | Type | Categorical | Dimensional | Dynamic | Induced | +|-------------------------------------|------|----------------|---------|---------------|-------------|-------------|---------|----------| +| MoodsMIREX | 2007 | 269 | 30s | MP3 | 5 labels | - | Static | Perceived| +| CAL500 | 2007 | 500 | full | MP3 | 174 labels | - | Static | Perceived| +| Yang-Dim | 2008 | 195 | 25s | WAV | - | Russell | Static | Perceived| +| MoodSwings | 2008 | 240 | 15s | MP3 | - | Russell | Dynamic | Perceived| +| NTWICM | 2010 | 2,648 | full | MP3 | - | Russell | Static | Perceived| +| Eerola et al.'s dataset | 2011 | 470 | 15s-1m | MP3 | 6 labels | 3 dimensions| Static | Perceived| +| MoodSwings Turk | 2011 | 240 | 15s | MP3 | - | Russell | Dynamic | Perceived| +| DEAP | 2012 | 120 | 60s | YouTube id | - | Russell | Static | Induced | +| Panda et al.'s dataset | 2013 | 903 | 30s | MP3, MIDI | 21 labels | - | Static | Perceived| +| Solymani et al.'s dataset | 2013 | 1000 | 45s | MP3 | - | Russell | Both | Perceived| +| CAL500exp | 2014 | 3,223 | 3s-16s | MP3 | 67 labels | - | Static | Perceived| +| AMG1608 | 2015 | 1,608 | 30s | WAV | - | Russell | Static | Perceived| +| Emotify | 2016 | 400 | 60s | MP3 | GEMS | - | Static | Induced | +| Moodo | 2016 | 200 | 15s | WAV | - | Russell | Static | Perceived| +| Malheiro et al.'s dataset | 2016 | 200 | 30s | Audio, Lyrics | Quadrants | - | Static | Perceived| +| CH818 | 2017 | 818 | 30s | MP3 | - | Russell | Static | Perceived| +| 4Q-emotion | 2018 | 900 | 30s | MP3 | Quadrants | - | Static | Perceived| +| MediaEval DEAM | 2018 | 2,058 | 45s | MP3 | - | Russell | Both | Perceived| +| PMEmo | 2018 | 794 | full | MP3 | - | Russell | Both | Induced | +| RAVDESS | 2018 | 1,012 | full | MP3, MP4 | 5 labels | - | Static | Perceived| +| DMDD | 2018 | 18,644 | full | Audio, Lyrics | - | Russell | Static | Perceived| +| MTG-Jamendo | 2019 | 18,486 | full | MP3 | 56 labels | - | Static | Perceived| +| VGMIDI | 2019 | 200 | full | MIDI | - | Russell | Dynamic | Perceived| +| Turkish Music Emotion | 2019 | 400 | 30s | MP3 | 4 labels | - | Static | Perceived| +| EMOPIA | 2021 | 1,087 | 30s-40s | Audio, MIDI | Quadrants | - | Static | Perceived| +| MER500 | 2020 | 494 | 10s | WAV | 5 labels | - | Static | Perceived| +| Music4all | 2020 | 109,269 | 30s | WAV | - | 3 dimensions| Static | Perceived| +| CCMED-WCMED | 2020 | 800 | 8-20s | WAV | - | Russell | Static | Perceived| +| MuSe | 2021 | 90,001 | full | Audio | - | Russell (V-A-D)| Static | Perceived| +| HKU956 | 2022 | 956 | full | MP3 | - | Russell | Static | Induced | +| MERP | 2022 | 54 | full | WAV | - | Russell | Both | Perceived| +| MuVi | 2022 | 81 | full | YouTube id | GEMS | Russell | Both | Perceived| +| YM2413-MDB | 2022 | 699 | full | WAV, MIDI | 35 labels | - | Static | Perceived| +| MusAV | 2022 | 2,092 | full | WAV | - | Russell | Static | Perceived| +| EmoMV | 2023 | 5,986 | 30s | WAV | 6 labels | - | Static | Perceived| +| Indonesian Song | 2023 | 476 | full | WAV | 3 labels | - | Static | Perceived| +| TROMPA-MER | 2023 | 1,161 | 30s | WAV | 11 labels | - | Static | Perceived| +| Music-Mouv | 2023 | 188 | full | Spotify id | GEMS | - | Static | Induced | +| ENSA | 2023 | 60 | full | MP3 | - | Russell | Dynamic | Perceived| +| EMMA | 2024 | 364 | 30s-60s | WAV | GEMS | - | Static | Perceived| +| SiTunes | 2024 | 300 | full | WAV | - | Russell | Static | Induced | +| MERGE | 2024 | 3,554 | full | Audio, Lyrics | Quadrants | - | Static | Perceived| ## Models