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Datasets:
mcernak
/
EARS-EMO-OpenACE

Tasks:
Audio Classification
Audio-to-Audio
Languages:
English
ArXiv:
Tags:
emotional-speech
audio-quality
perceptual-evaluation
codec-evaluation
mushra
visqol
License:
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  1. README.md +134 -3
  2. dataset_card.md +42 -0
  3. dataset_summary.json +28 -0
  4. metadata.csv +145 -0
  5. p102/emo_anger_freeform/EVS.wav +3 -0
  6. p102/emo_anger_freeform/LC3.wav +3 -0
  7. p102/emo_anger_freeform/LC3Plus.wav +3 -0
  8. p102/emo_anger_freeform/Opus.wav +3 -0
  9. p102/emo_anger_freeform/lp3500.wav +3 -0
  10. p102/emo_anger_freeform/lp7000.wav +3 -0
  11. p102/emo_anger_freeform/reference.wav +3 -0
  12. p102/emo_ecstasy_freeform/EVS.wav +3 -0
  13. p102/emo_ecstasy_freeform/LC3.wav +3 -0
  14. p102/emo_ecstasy_freeform/LC3Plus.wav +3 -0
  15. p102/emo_ecstasy_freeform/Opus.wav +3 -0
  16. p102/emo_ecstasy_freeform/lp3500.wav +3 -0
  17. p102/emo_ecstasy_freeform/lp7000.wav +3 -0
  18. p102/emo_ecstasy_freeform/reference.wav +3 -0
  19. p102/emo_fear_freeform/EVS.wav +3 -0
  20. p102/emo_fear_freeform/LC3.wav +3 -0
  21. p102/emo_fear_freeform/LC3Plus.wav +3 -0
  22. p102/emo_fear_freeform/Opus.wav +3 -0
  23. p102/emo_fear_freeform/lp3500.wav +3 -0
  24. p102/emo_fear_freeform/lp7000.wav +3 -0
  25. p102/emo_fear_freeform/reference.wav +3 -0
  26. p102/emo_neutral_freeform/EVS.wav +3 -0
  27. p102/emo_neutral_freeform/LC3.wav +3 -0
  28. p102/emo_neutral_freeform/LC3Plus.wav +3 -0
  29. p102/emo_neutral_freeform/Opus.wav +3 -0
  30. p102/emo_neutral_freeform/lp3500.wav +3 -0
  31. p102/emo_neutral_freeform/lp7000.wav +3 -0
  32. p102/emo_neutral_freeform/reference.wav +3 -0
  33. p102/emo_pain_freeform/EVS.wav +3 -0
  34. p102/emo_pain_freeform/LC3.wav +3 -0
  35. p102/emo_pain_freeform/LC3Plus.wav +3 -0
  36. p102/emo_pain_freeform/Opus.wav +3 -0
  37. p102/emo_pain_freeform/lp3500.wav +3 -0
  38. p102/emo_pain_freeform/lp7000.wav +3 -0
  39. p102/emo_pain_freeform/reference.wav +3 -0
  40. p102/emo_sadness_freeform/EVS.wav +3 -0
  41. p102/emo_sadness_freeform/LC3.wav +3 -0
  42. p102/emo_sadness_freeform/LC3Plus.wav +3 -0
  43. p102/emo_sadness_freeform/Opus.wav +3 -0
  44. p102/emo_sadness_freeform/lp3500.wav +3 -0
  45. p102/emo_sadness_freeform/lp7000.wav +3 -0
  46. p102/emo_sadness_freeform/reference.wav +3 -0
  47. p103/emo_anger_freeform/EVS.wav +3 -0
  48. p103/emo_anger_freeform/LC3.wav +3 -0
  49. p103/emo_anger_freeform/LC3Plus.wav +3 -0
  50. p103/emo_anger_freeform/Opus.wav +3 -0
README.md CHANGED
@@ -1,3 +1,134 @@
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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # EARS-EMO-OpenACE: A Full-band Coded Emotional Speech Quality Dataset
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+
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+ ## Dataset Description
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+
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+ This dataset contains emotional speech samples with human perceptual quality ratings and objective quality metrics. It is designed for research in audio quality assessment, emotion recognition, and codec evaluation.
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+
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+ ## Dataset Structure
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+
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+ ```
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+ ears_16_bit_emo_hugging_face/
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+ ├── metadata.csv # Main dataset metadata
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+ ├── dataset_summary.json # Dataset statistics
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+ ├── README.md # This file
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+ └── [speaker]/ # Speaker directories
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+ └── emo_[emotion]_freeform/ # Emotion directories
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+ ├── reference.wav # Reference audio
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+ ├── [codec].wav # Coded audio files
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+ └── ...
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+ ```
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+
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+ ## Metadata Schema
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+
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+ | Column | Description | Scale/Range |
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+ |--------|-------------|-------------|
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+ | `dataset` | Dataset identifier | EARS-EMO-OpenACE |
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+ | `speaker` | Speaker ID | p102, p103, p104, p105, p106, p107 |
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+ | `emotion` | Emotional expression | Anger, Ecstasy, Fear, Neutral, Pain, Sadness |
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+ | `codec` | Audio codec used | EVS, LC3, LC3Plus, Opus, LowAnchor, MidAnchor |
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+ | `reference_file` | Path to reference audio | Relative path |
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+ | `distorted_file` | Path to coded audio | Relative path |
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+ | `reference_mushra_rating` | Human quality rating for reference | 0-100 (MUSHRA scale) |
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+ | `distorted_mushra_rating` | Human quality rating for coded audio | 0-100 (MUSHRA scale) |
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+ | `mushra_rating_difference` | Quality degradation | Reference - Distorted |
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+ | `visqol_score` | VISQOL objective quality score | 1-5 (higher = better) |
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+ | `polqa_score` | POLQA objective quality score | 1-5 (higher = better) |
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+
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+ ## Codec Information
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+
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+ - **Reference**: EARS source file
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+ - **EVS**: Enhanced Voice Services codec
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+ - **LC3**: Low Complexity Communication Codec
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+ - **LC3Plus**: Enhanced version of LC3
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+ - **Opus**: Open-source audio codec
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+ - **LowAnchor**: Low-quality anchor (lp3500) - Human ratings only
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+ - **MidAnchor**: Mid-quality anchor (lp7000) - Human ratings only
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+
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+ ## Quality Metrics
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+
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+ ### MUSHRA Ratings
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+ - **Scale**: 0-100 (higher = better quality)
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+ - **Method**: Multiple Stimuli with Hidden Reference and Anchor
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+ - **Raters**: Trained human listeners
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+ - **Reference**: Original uncompressed audio (typically ~95-100)
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+
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+ ### VISQOL Scores
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+ - **Scale**: 1-5 (higher = better quality)
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+ - **Method**: Virtual Speech Quality Objective Listener
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+ - **Type**: Objective perceptual quality metric
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+ - **Coverage**: Available for most codecs (excluding anchors)
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+
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+ ### POLQA Scores
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+ - **Scale**: 1-5 (higher = better quality)
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+ - **Method**: Perceptual Objective Listening Quality Assessment
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+ - **Standard**: ITU-T P.863
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+ - **Coverage**: Available for most codecs (excluding anchors)
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+
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+ ## Usage Examples
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+
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+ ### Load Dataset
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+ ```python
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+ import pandas as pd
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+
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+ # Load metadata
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+ metadata = pd.read_csv('metadata.csv')
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+
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+ # Filter by emotion
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+ anger_samples = metadata[metadata['emotion'] == 'Anger']
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+
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+ # Filter by codec
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+ opus_samples = metadata[metadata['codec'] == 'Opus']
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+
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+ # Get high-quality samples (MUSHRA > 80)
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+ high_quality = metadata[metadata['distorted_mushra_rating'] > 80]
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+ ```
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+
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+ ### Audio Loading
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+ ```python
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+ import librosa
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+
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+ # Load audio file
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+ audio_path = metadata.iloc[0]['distorted_file']
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+ audio, sr = librosa.load(audio_path, sr=None)
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+ ```
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+
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+
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+ ## Correlation Analysis
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+
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+ The following table shows Pearson correlations between objective metrics and human MUSHRA ratings:
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+
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+ | Metric | Description | Correlation (r) | p-value | Sample Size | Significance |
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+ |--------|-------------|-----------------|---------|-------------|--------------|
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+ | VISQOL | Virtual Speech Quality Objective Listener | 0.7034 | 8.3513e-23 | 144 | *** |
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+ | POLQA | Perceptual Objective Listening Quality Assessment | 0.7939 | 2.9297e-32 | 143 | *** |
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+
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+ **Significance levels:** *** p<0.001, ** p<0.01, * p<0.05, n.s. = not significant
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+
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+ **Note:** Correlations computed excluding anchor codecs (lp3500/lp7000) which only have human ratings.
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+
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+
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+ ## Citation
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+
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+ If you use this dataset in your research, please cite the following [paper](https://arxiv.org/abs/2409.08374):
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+
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+ ```bibtex
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+ @inproceedings{OpenACE-Coldenhoff2025,
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+ author={Coldenhoff, Jozef and Granqvist, Niclas and Cernak, Milos},
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+ booktitle={ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
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+ title={{OpenACE: An Open Benchmark for Evaluating Audio Coding Performance}},
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+ year={2025},
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+ pages={1-5},
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+ keywords={Codecs;Speech coding;Audio coding;Working environment noise;Benchmark testing;Data augmentation;Data models;Vectors;Reverberation;Speech processing;audio coding;benchmarks;deep learning;speech processing},
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+ doi={10.1109/ICASSP49660.2025.10889159}
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+ }
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+ ```
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+
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+ ## License
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+
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+ [MIT License](https://github.com/JozefColdenhoff/OpenACE/blob/main/LICENSE)
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+
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+ ## Contact
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+
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+ Milos Cernak, milos.cernak at ieee dot org
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+
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+ August 1, 2025
dataset_card.md ADDED
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+ ---
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+ license: MIT
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+ task_categories:
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+ - audio-classification
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+ - audio-to-audio
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+ - speech-quality-assessment
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+ language:
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+ - en
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+ tags:
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+ - emotional-speech
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+ - audio-quality
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+ - perceptual-evaluation
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+ - codec-evaluation
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+ - mushra
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+ - visqol
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+ - polqa
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # EARS-EMO-OpenACE: A Full-band Coded Emotional Speech Quality Dataset
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+
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+ This dataset provides emotional speech samples with comprehensive quality ratings for audio codec evaluation and perceptual quality research.
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+
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+ ## Key Features
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+ - Coded audio sample using Opus, LC3, LC3Plus, and EVS codecs
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+ - Full-band emotional speech samples (48kHz, 24-bit), total 252 files:
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+ - Size of 6 speakers x 6 emotions x 4 codecs = 144 scored audio files
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+ - Size of 6 speakers x 6 emotions x 2 MUSHRA anchors = 72 scored files
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+ - Size of 6 speakers x 6 emotions x 1 reference = 36 reference files
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+ - Human MUSHRA ratings (perceptual quality) obtained from 36 listeners
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+ - Reference and coded audio pairs available for each emotion and codec
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+ - Computed VISQOL objective quality scores
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+ - Computed POLQA objective quality scores
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+
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+ ## Applications
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+ - Audio codec evaluation
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+ - Perceptual quality modeling
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+ - Emotion-aware audio processing
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+ - Quality metric validation
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+
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+ See README.md for detailed documentation.
dataset_summary.json ADDED
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+ {
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+ "total_records": 144,
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+ "speakers": [
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+ "p102",
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+ "p103",
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+ "p104",
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+ "p105",
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+ "p106",
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+ "p107"
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+ ],
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+ "emotions": [
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+ "Anger",
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+ "Ecstasy",
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+ "Fear",
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+ "Neutral",
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+ "Pain",
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+ "Sadness"
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+ ],
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+ "codecs": [
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+ "Opus",
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+ "LC3",
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+ "EVS",
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+ "LC3Plus"
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+ ],
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+ "mushra_rating_range": "25.8 - 91.5",
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+ "visqol_coverage": "144/144 records",
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+ "polqa_coverage": "143/144 records"
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+ }
metadata.csv ADDED
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+ dataset,speaker,emotion,codec,reference_file,distorted_file,reference_mushra_rating,distorted_mushra_rating,mushra_rating_difference,rating_scale,visqol_score,visqol_scale,polqa_score,polqa_scale
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+ EARS-EMO-OpenACE,p103,Ecstasy,Opus,p103/emo_extasy_freeform/reference.wav,p103/emo_extasy_freeform/Opus.wav,99.3925925925926,81.0962962962963,18.296296296296305,MUSHRA (0-100),4.258743578804161,VISQOL (1-5),3.932,POLQA (1-5)
31
+ EARS-EMO-OpenACE,p103,Ecstasy,LC3,p103/emo_extasy_freeform/reference.wav,p103/emo_extasy_freeform/LC3.wav,99.3925925925926,32.059259259259264,67.33333333333334,MUSHRA (0-100),3.883596270371778,VISQOL (1-5),1.7346,POLQA (1-5)
32
+ EARS-EMO-OpenACE,p103,Ecstasy,EVS,p103/emo_extasy_freeform/reference.wav,p103/emo_extasy_freeform/EVS.wav,99.3925925925926,78.02962962962964,21.362962962962968,MUSHRA (0-100),4.010352309386649,VISQOL (1-5),3.6417,POLQA (1-5)
33
+ EARS-EMO-OpenACE,p103,Ecstasy,LC3Plus,p103/emo_extasy_freeform/reference.wav,p103/emo_extasy_freeform/LC3Plus.wav,99.3925925925926,32.48888888888889,66.90370370370371,MUSHRA (0-100),3.4629950763661106,VISQOL (1-5),1.8305,POLQA (1-5)
34
+ EARS-EMO-OpenACE,p103,Fear,Opus,p103/emo_fear_freeform/reference.wav,p103/emo_fear_freeform/Opus.wav,95.58518518518515,72.87407407407407,22.71111111111108,MUSHRA (0-100),4.315449859744475,VISQOL (1-5),3.775,POLQA (1-5)
35
+ EARS-EMO-OpenACE,p103,Fear,LC3,p103/emo_fear_freeform/reference.wav,p103/emo_fear_freeform/LC3.wav,95.58518518518515,31.25925925925924,64.32592592592592,MUSHRA (0-100),3.890732859013289,VISQOL (1-5),2.5468,POLQA (1-5)
36
+ EARS-EMO-OpenACE,p103,Fear,EVS,p103/emo_fear_freeform/reference.wav,p103/emo_fear_freeform/EVS.wav,95.58518518518515,86.63703703703703,8.948148148148121,MUSHRA (0-100),3.9363048833358825,VISQOL (1-5),4.0166,POLQA (1-5)
37
+ EARS-EMO-OpenACE,p103,Fear,LC3Plus,p103/emo_fear_freeform/reference.wav,p103/emo_fear_freeform/LC3Plus.wav,95.58518518518515,34.9925925925926,60.59259259259255,MUSHRA (0-100),3.4317307342922185,VISQOL (1-5),2.5958,POLQA (1-5)
38
+ EARS-EMO-OpenACE,p103,Neutral,Opus,p103/emo_neutral_freeform/reference.wav,p103/emo_neutral_freeform/Opus.wav,98.17777777777778,84.04444444444445,14.133333333333326,MUSHRA (0-100),4.274996953675392,VISQOL (1-5),4.1925,POLQA (1-5)
39
+ EARS-EMO-OpenACE,p103,Neutral,LC3,p103/emo_neutral_freeform/reference.wav,p103/emo_neutral_freeform/LC3.wav,98.17777777777778,35.95555555555556,62.22222222222221,MUSHRA (0-100),3.861662065200367,VISQOL (1-5),2.6725,POLQA (1-5)
40
+ EARS-EMO-OpenACE,p103,Neutral,EVS,p103/emo_neutral_freeform/reference.wav,p103/emo_neutral_freeform/EVS.wav,98.17777777777778,83.2888888888889,14.888888888888872,MUSHRA (0-100),4.119724157330061,VISQOL (1-5),4.4877,POLQA (1-5)
41
+ EARS-EMO-OpenACE,p103,Neutral,LC3Plus,p103/emo_neutral_freeform/reference.wav,p103/emo_neutral_freeform/LC3Plus.wav,98.17777777777778,37.46666666666668,60.71111111111109,MUSHRA (0-100),3.772769834700561,VISQOL (1-5),2.6775,POLQA (1-5)
42
+ EARS-EMO-OpenACE,p103,Pain,Opus,p103/emo_pain_freeform/reference.wav,p103/emo_pain_freeform/Opus.wav,90.45925925925926,79.68888888888888,10.770370370370372,MUSHRA (0-100),4.138027172789983,VISQOL (1-5),4.0029,POLQA (1-5)
43
+ EARS-EMO-OpenACE,p103,Pain,LC3,p103/emo_pain_freeform/reference.wav,p103/emo_pain_freeform/LC3.wav,90.45925925925926,27.274074074074075,63.185185185185176,MUSHRA (0-100),3.533901844044199,VISQOL (1-5),1.6221,POLQA (1-5)
44
+ EARS-EMO-OpenACE,p103,Pain,EVS,p103/emo_pain_freeform/reference.wav,p103/emo_pain_freeform/EVS.wav,90.45925925925926,91.4962962962963,-1.037037037037038,MUSHRA (0-100),3.68909803651219,VISQOL (1-5),4.3802,POLQA (1-5)
45
+ EARS-EMO-OpenACE,p103,Pain,LC3Plus,p103/emo_pain_freeform/reference.wav,p103/emo_pain_freeform/LC3Plus.wav,90.45925925925926,29.64444444444444,60.81481481481482,MUSHRA (0-100),3.01797105988089,VISQOL (1-5),1.6485,POLQA (1-5)
46
+ EARS-EMO-OpenACE,p103,Sadness,Opus,p103/emo_sadness_freeform/reference.wav,p103/emo_sadness_freeform/Opus.wav,95.71851851851852,88.94814814814815,6.770370370370372,MUSHRA (0-100),4.20601549963993,VISQOL (1-5),3.8901,POLQA (1-5)
47
+ EARS-EMO-OpenACE,p103,Sadness,LC3,p103/emo_sadness_freeform/reference.wav,p103/emo_sadness_freeform/LC3.wav,95.71851851851852,32.13333333333333,63.58518518518519,MUSHRA (0-100),3.81116423780574,VISQOL (1-5),2.1697,POLQA (1-5)
48
+ EARS-EMO-OpenACE,p103,Sadness,EVS,p103/emo_sadness_freeform/reference.wav,p103/emo_sadness_freeform/EVS.wav,95.71851851851852,89.79259259259258,5.925925925925938,MUSHRA (0-100),3.939009122631216,VISQOL (1-5),4.4375,POLQA (1-5)
49
+ EARS-EMO-OpenACE,p103,Sadness,LC3Plus,p103/emo_sadness_freeform/reference.wav,p103/emo_sadness_freeform/LC3Plus.wav,95.71851851851852,32.07407407407408,63.64444444444444,MUSHRA (0-100),3.5408712611849644,VISQOL (1-5),2.2084,POLQA (1-5)
50
+ EARS-EMO-OpenACE,p104,Anger,Opus,p104/emo_anger_freeform/reference.wav,p104/emo_anger_freeform/Opus.wav,92.96296296296298,75.95555555555556,17.007407407407413,MUSHRA (0-100),4.234277224005679,VISQOL (1-5),3.6297,POLQA (1-5)
51
+ EARS-EMO-OpenACE,p104,Anger,LC3,p104/emo_anger_freeform/reference.wav,p104/emo_anger_freeform/LC3.wav,92.96296296296298,30.859259259259264,62.10370370370372,MUSHRA (0-100),3.696449109209296,VISQOL (1-5),1.9879,POLQA (1-5)
52
+ EARS-EMO-OpenACE,p104,Anger,EVS,p104/emo_anger_freeform/reference.wav,p104/emo_anger_freeform/EVS.wav,92.96296296296298,86.74074074074073,6.222222222222243,MUSHRA (0-100),3.998609647624936,VISQOL (1-5),3.5737,POLQA (1-5)
53
+ EARS-EMO-OpenACE,p104,Anger,LC3Plus,p104/emo_anger_freeform/reference.wav,p104/emo_anger_freeform/LC3Plus.wav,92.96296296296298,36.2074074074074,56.75555555555557,MUSHRA (0-100),3.134321411076685,VISQOL (1-5),1.9844,POLQA (1-5)
54
+ EARS-EMO-OpenACE,p104,Ecstasy,Opus,p104/emo_extasy_freeform/reference.wav,p104/emo_extasy_freeform/Opus.wav,94.9925925925926,74.85925925925926,20.13333333333334,MUSHRA (0-100),4.408736273970804,VISQOL (1-5),3.2219,POLQA (1-5)
55
+ EARS-EMO-OpenACE,p104,Ecstasy,LC3,p104/emo_extasy_freeform/reference.wav,p104/emo_extasy_freeform/LC3.wav,94.9925925925926,46.34074074074076,48.65185185185184,MUSHRA (0-100),4.1562170560892095,VISQOL (1-5),2.2259,POLQA (1-5)
56
+ EARS-EMO-OpenACE,p104,Ecstasy,EVS,p104/emo_extasy_freeform/reference.wav,p104/emo_extasy_freeform/EVS.wav,94.9925925925926,87.33333333333333,7.659259259259272,MUSHRA (0-100),4.256127512622782,VISQOL (1-5),3.6151,POLQA (1-5)
57
+ EARS-EMO-OpenACE,p104,Ecstasy,LC3Plus,p104/emo_extasy_freeform/reference.wav,p104/emo_extasy_freeform/LC3Plus.wav,94.9925925925926,51.43703703703703,43.55555555555557,MUSHRA (0-100),3.785060293234429,VISQOL (1-5),2.3927,POLQA (1-5)
58
+ EARS-EMO-OpenACE,p104,Fear,Opus,p104/emo_fear_freeform/reference.wav,p104/emo_fear_freeform/Opus.wav,96.8,88.22222222222221,8.577777777777783,MUSHRA (0-100),4.2733470914665945,VISQOL (1-5),3.683,POLQA (1-5)
59
+ EARS-EMO-OpenACE,p104,Fear,LC3,p104/emo_fear_freeform/reference.wav,p104/emo_fear_freeform/LC3.wav,96.8,37.88148148148149,58.91851851851851,MUSHRA (0-100),3.801907815137113,VISQOL (1-5),2.0187,POLQA (1-5)
60
+ EARS-EMO-OpenACE,p104,Fear,EVS,p104/emo_fear_freeform/reference.wav,p104/emo_fear_freeform/EVS.wav,96.8,86.14814814814817,10.65185185185183,MUSHRA (0-100),4.061787260588092,VISQOL (1-5),4.0244,POLQA (1-5)
61
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62
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63
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64
+ EARS-EMO-OpenACE,p104,Neutral,EVS,p104/emo_neutral_freeform/reference.wav,p104/emo_neutral_freeform/EVS.wav,92.44444444444444,87.45185185185186,4.992592592592587,MUSHRA (0-100),3.67738127554849,VISQOL (1-5),4.5743,POLQA (1-5)
65
+ EARS-EMO-OpenACE,p104,Neutral,LC3Plus,p104/emo_neutral_freeform/reference.wav,p104/emo_neutral_freeform/LC3Plus.wav,92.44444444444444,31.11111111111112,61.33333333333332,MUSHRA (0-100),3.101958542190272,VISQOL (1-5),2.1363,POLQA (1-5)
66
+ EARS-EMO-OpenACE,p104,Pain,Opus,p104/emo_pain_freeform/reference.wav,p104/emo_pain_freeform/Opus.wav,99.1851851851852,77.33333333333333,21.85185185185188,MUSHRA (0-100),4.163419737778391,VISQOL (1-5),3.534,POLQA (1-5)
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+ EARS-EMO-OpenACE,p104,Pain,LC3,p104/emo_pain_freeform/reference.wav,p104/emo_pain_freeform/LC3.wav,99.1851851851852,32.770370370370365,66.41481481481483,MUSHRA (0-100),3.574323460120163,VISQOL (1-5),1.6553,POLQA (1-5)
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69
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70
+ EARS-EMO-OpenACE,p104,Sadness,Opus,p104/emo_sadness_freeform/reference.wav,p104/emo_sadness_freeform/Opus.wav,97.49629629629632,81.49629629629631,16.000000000000014,MUSHRA (0-100),4.175573574467592,VISQOL (1-5),3.1278,POLQA (1-5)
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72
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73
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74
+ EARS-EMO-OpenACE,p105,Anger,Opus,p105/emo_anger_freeform/reference.wav,p105/emo_anger_freeform/Opus.wav,94.9037037037037,74.85925925925926,20.04444444444444,MUSHRA (0-100),4.151117577061777,VISQOL (1-5),4.3879,POLQA (1-5)
75
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76
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77
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80
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81
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82
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83
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85
+ EARS-EMO-OpenACE,p105,Fear,LC3Plus,p105/emo_fear_freeform/reference.wav,p105/emo_fear_freeform/LC3Plus.wav,94.07407407407408,45.05185185185183,49.02222222222225,MUSHRA (0-100),4.166173879646676,VISQOL (1-5),3.8299,POLQA (1-5)
86
+ EARS-EMO-OpenACE,p105,Neutral,Opus,p105/emo_neutral_freeform/reference.wav,p105/emo_neutral_freeform/Opus.wav,91.64444444444445,79.83703703703704,11.80740740740741,MUSHRA (0-100),4.37955889904852,VISQOL (1-5),3.6248,POLQA (1-5)
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88
+ EARS-EMO-OpenACE,p105,Neutral,EVS,p105/emo_neutral_freeform/reference.wav,p105/emo_neutral_freeform/EVS.wav,91.64444444444445,76.01481481481483,15.62962962962962,MUSHRA (0-100),4.393946380078711,VISQOL (1-5),3.9232,POLQA (1-5)
89
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90
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91
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92
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93
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94
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95
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96
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