EmoDB, RAVDESS, and CREMA-D: Summary of Speech Emotion Datasets for Federated Learning

A 5.5 KB Excel file summarizing three speech emotion datasets used in machine learning experiments. The summary was authored by Mohammed Tawfik and last updated on May 7, 2026. It describes the roles of EmoDB and RAVDESS as federated training sources and CREMA-D for cross-corpus evaluation.

Use Cases

• Planning federated learning experiments based on the described dataset roles.
• Comparing speech emotion datasets for cross-corpus validation based on the summary.
• Understanding dataset usage in published research based on the experimental summary.

Strengths

• Provides a clear, structured summary of three established speech emotion datasets.
• Released under a permissive CC-BY-4.0 license for easy reuse.
• File is very small (5.5 KB), ensuring quick download and inspection.

Limitations

• Description metadata is limited; actual data quality requires manual inspection after download.
• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.

Provenance

Source

figshare

Collection Method

Likely compiled as a summary for a research paper or experiment.

Time Range

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Freshness

Last updated 2026-05-07 17:45:39; freshness should be verified.

Geography

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