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1 | 1 | # AugmentedNet
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| -A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks |
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| -> The `main` branch is now an improved neural network. The source code of the published version (`v1.0.0`) can be found in the [v1](https://github.com/napulen/AugmentedNet/tree/v1) branch. The differences are indicated in any releases > `v1.0.0`. If you report against the published results, you are comparing against `v1.0.0`. If you want to compare against the latest network, train a model using this code. |
| 3 | +AugmentedNet is an automatic Roman numeral analysis neural network. |
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| -### ISMIR Paper |
| 5 | +The network was developed by Néstor Nápoles López as part of his PhD research. It was first mentioned in a co-authored ISMIR paper in 2021, and later on in the body of the dissertation. |
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| -N. Nápoles López, M. Gotham, and I. Fujinaga, "AugmentedNet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks." in *Proceedings of the 22nd International Society for Music Information Retrieval Conference*, 2021, pp. 404–411. https://doi.org/10.5281/zenodo.5624533 |
| 7 | +It has been used to power the analysis features in at least the following projects: |
| 8 | +- [Sibelius](https://www.avid.com/resource-center/data-driven-workflows-within-sibelius) |
| 9 | +- [Vimu.app](https://www.vimu.app/) |
| 10 | +- [MusicLang](https://github.com/MusicLang/musiclang) |
| 11 | + |
| 12 | +The version documented in the [PhD dissertation](https://escholarship.mcgill.ca/concern/theses/qr46r6307) matches the `v1.9.1` release of this repository. |
| 13 | + |
| 14 | +The older version of the model described in the [ISMIR paper](https://archives.ismir.net/ismir2021/paper/000050.pdf) matches the `v1.0.0` release of this repository. |
| 15 | + |
| 16 | +In general, the results of `v1.9.1` are better and it is encouraged to use (and compare against) that version. |
| 17 | + |
| 18 | +### PhD Dissertation |
| 19 | + |
| 20 | +Nápoles López, Néstor. 2022. “Automatic Roman Numeral Analysis in Symbolic Music Representations.” PhD Thesis, McGill University. https://escholarship.mcgill.ca/concern/theses/qr46r6307. |
| 21 | + |
| 22 | + |
| 23 | +```bibtex |
| 24 | +@phdthesis{napoleslopez22automatic, |
| 25 | + type = {{PhD} {Thesis}}, |
| 26 | + title = {Automatic {Roman} {Numeral} {Analysis} in {Symbolic} {Music} {Representations}}, |
| 27 | + url = {https://escholarship.mcgill.ca/concern/theses/qr46r6307}, |
| 28 | + school = {McGill University}, |
| 29 | + author = {Nápoles López, Néstor}, |
| 30 | + month = dec, |
| 31 | + year = {2022} |
| 32 | +} |
| 33 | +``` |
| 34 | + |
| 35 | +### ISMIR Paper |
| 36 | + |
| 37 | +N. Nápoles López, M. Gotham, and I. Fujinaga, “AugmentedNet: A Roman Numeral Analysis Network with Synthetic Training Examples and Additional Tonal Tasks.” in *Proceedings of the 22nd International Society for Music Information Retrieval Conference*, 2021, pp. 404–411. https://doi.org/10.5281/zenodo.5624533 |
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11 | 40 | ```bibtex
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