On MIMII industrial machine sounds, deep SVDD with a 2-D subspace reaches average AUCs of 0.84/0.80/0.69 at 6/0/-6 dB SNR, slightly above a dense autoencoder baseline.
Subspace support vector data description,
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Audio-based Anomaly Detection in Industrial Machines Using Deep One-Class Support Vector Data Description
On MIMII industrial machine sounds, deep SVDD with a 2-D subspace reaches average AUCs of 0.84/0.80/0.69 at 6/0/-6 dB SNR, slightly above a dense autoencoder baseline.