Datasets:
Tasks:
Audio Classification
Modalities:
Audio
Formats:
soundfolder
Languages:
English
Size:
< 1K
License:
Search is not available for this dataset
audio audioduration (s) 5.04 5.04 |
|---|
ESC-50 Fold 1 ElevenLabs Sound Effects
This dataset contains a synthetic ESC-50 fold 1 style audio set generated with the ElevenLabs Sound Effects API for an ImageBind zero-shot audio classification experiment.
It is intended for research and analysis of generated-audio domain shift. It is not an official ESC-50 dataset release.
Contents
audio/: 400 generated MP3 clips, 8 clips for each of the 50 ESC-50 classes.meta/esc50.csv: ESC-50-compatible metadata used by the evaluation scripts.generation_manifest.jsonl: generation prompts and metadata.generation_plan.json: generation plan.predictions_imagebind*.csv: ImageBind evaluation outputs for baseline and lightweight mitigation variants.
Evaluation Result
ImageBind huge zero-shot audio-to-text classification on this generated fold:
| dataset | top-1 | top-5 |
|---|---|---|
| ElevenLabs generated fold 1 | 55.75% (223/400) | 80.50% (322/400) |
For comparison, the same evaluator on official ESC-50 fold 1 produced:
| dataset | top-1 | top-5 |
|---|---|---|
| Real ESC-50 fold 1 | 65.25% (261/400) | 89.50% (358/400) |
Related Repository
Code and analysis reports:
https://github.com/uzumibi/report_imagebind
Notes
The audio clips were generated from ESC-50 class labels with prompt and
prompt_influence variation to create class-preserving diversity. Please check
ElevenLabs terms and policies for permitted use of generated sound effects.
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