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SotA/Speech/Speaker Identification/VoxCeleb1

Speaker Identification on VoxCeleb1

Metric: Accuracy (higher is better)

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#Model↕Accuracy▼Extra DataPaperDate↕Code
1MSM-MAE96.6YesMasked Modeling Duo: Towards a Universal Audio P...2024-04-09Code
2M2D/0.696.5YesMasked Modeling Duo: Towards a Universal Audio P...2024-04-09Code
3M2D/0.796.3YesMasked Modeling Duo: Towards a Universal Audio P...2024-04-09Code
4AudioMAE (local)94.8YesMasked Autoencoders that Listen2022-07-13Code
5M2D ratio=0.694.8YesMasked Modeling Duo: Learning Representations by...2022-10-26Code
6ATST Base (ours)94.3YesATST: Audio Representation Learning with Teacher...2022-04-26Code
7AudioMAE (global)94.1YesMasked Autoencoders that Listen2022-07-13Code
8AutoSpeech (N=8,C=128)87.66YesAutoSpeech: Neural Architecture Search for Speak...2020-05-07Code
9SSAST-FRAME80.8YesSSAST: Self-Supervised Audio Spectrogram Transfo...2021-10-19Code
10SSAMBA70.1YesSSAMBA: Self-Supervised Audio Representation Lea...2024-05-20Code
11SSAST-PATCH64.2YesSSAST: Self-Supervised Audio Spectrogram Transfo...2021-10-19Code
12COLA37.7YesContrastive Learning of General-Purpose Audio Re...2020-10-21Code