ESC-50

AudioCC BY-NC 3.0Introduced 2015-01-01

The ESC-50 dataset is a labeled collection of 2000 environmental audio recordings suitable for benchmarking methods of environmental sound classification. It comprises 2000 5s-clips of 50 different classes across natural, human and domestic sounds, again, drawn from Freesound.org.

Source: The NIGENS General Sound Events Database Image Source: https://github.com/karolpiczak/ESC-50

Benchmarks

Audio Classification/Top-1 Accuracy Audio Classification/PRE-TRAINING DATASET Audio Classification/Accuracy (5-fold)Audio Classification/Accuracy Classification/Top-1 Accuracy Classification/PRE-TRAINING DATASET Classification/Accuracy (5-fold)Classification/Accuracy Environmental Sound Classification/Accuracy Few-Shot Learning/Top-1 Accuracy(5-Way-1-Shot)Image Classification/Top 1 Accuracy Meta-Learning/Top-1 Accuracy(5-Way-1-Shot)