reference string | reference_distribution dict | datasets dict | ranking list | gt_ranking list | gt_reference_distribution dict | severity_labels list | classifier string |
|---|---|---|---|---|---|---|---|
original_speech | {
"Mild": 0.1575,
"Moderate": 0.35125,
"Normal": 0.415,
"Severe": 0.07625
} | {
"original_speech": {
"name": "original_speech",
"repo": "resproj007/original_pathological_speech",
"total_samples": 800,
"distribution": {
"Mild": 0.1575,
"Moderate": 0.35125,
"Normal": 0.415,
"Severe": 0.07625
},
"counts": {
"Mild": 126,
"Moderate": 281,
"Normal": 332,
"Severe": 61
},
"mean_confidence": 0.9498,
"min_confidence": 0.477,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0.033333,
"Moderate": 0,
"Normal": 0.966667,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"F02": {
"n": 200,
"distribution": {
"Mild": 0.31,
"Moderate": 0.685,
"Normal": 0,
"Severe": 0.005
},
"majority_class": "Moderate",
"expected_severity": "Moderate",
"severity_match": true
},
"F04": {
"n": 70,
"distribution": {
"Mild": 0.042857,
"Moderate": 0.042857,
"Normal": 0.914286,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Mild",
"severity_match": false
},
"FC02": {
"n": 100,
"distribution": {
"Mild": 0,
"Moderate": 0.01,
"Normal": 0.99,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"M02": {
"n": 70,
"distribution": {
"Mild": 0.042857,
"Moderate": 0.185714,
"Normal": 0.185714,
"Severe": 0.585714
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"M04": {
"n": 200,
"distribution": {
"Mild": 0.28,
"Moderate": 0.63,
"Normal": 0,
"Severe": 0.09
},
"majority_class": "Moderate",
"expected_severity": "Severe",
"severity_match": false
},
"MC01": {
"n": 100,
"distribution": {
"Mild": 0.01,
"Moderate": 0.01,
"Normal": 0.97,
"Severe": 0.01
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
}
},
"ground_truth_distribution": {
"Mild": 0.0875,
"Moderate": 0.25,
"Normal": 0.325,
"Severe": 0.3375
},
"ground_truth_counts": {
"Mild": 70,
"Moderate": 200,
"Normal": 260,
"Severe": 270
},
"gt_valid_samples": 800,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.5675,
"speaker_severity_agreement": 0.75,
"distance_metrics": {
"jensen_shannon": 0,
"cosine_similarity": 1,
"kl_divergence": 0,
"total_variation": 0
},
"gt_distance_metrics": {
"jensen_shannon": 0,
"cosine_similarity": 1,
"kl_divergence": 0,
"total_variation": 0
}
},
"baseline_orpheus": {
"name": "baseline_orpheus",
"repo": "resproj007/baseline_orpheus_3b",
"total_samples": 800,
"distribution": {
"Mild": 0.0025,
"Moderate": 0.01625,
"Normal": 0.87875,
"Severe": 0.1025
},
"counts": {
"Mild": 2,
"Moderate": 13,
"Normal": 703,
"Severe": 82
},
"mean_confidence": 0.9639,
"min_confidence": 0.4175,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"F02": {
"n": 200,
"distribution": {
"Mild": 0,
"Moderate": 0.025,
"Normal": 0.84,
"Severe": 0.135
},
"majority_class": "Normal",
"expected_severity": "Moderate",
"severity_match": false
},
"F04": {
"n": 70,
"distribution": {
"Mild": 0.028571,
"Moderate": 0,
"Normal": 0.885714,
"Severe": 0.085714
},
"majority_class": "Normal",
"expected_severity": "Mild",
"severity_match": false
},
"FC02": {
"n": 100,
"distribution": {
"Mild": 0,
"Moderate": 0.01,
"Normal": 0.91,
"Severe": 0.08
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"M02": {
"n": 70,
"distribution": {
"Mild": 0,
"Moderate": 0.014286,
"Normal": 0.928571,
"Severe": 0.057143
},
"majority_class": "Normal",
"expected_severity": "Severe",
"severity_match": false
},
"M04": {
"n": 200,
"distribution": {
"Mild": 0,
"Moderate": 0.03,
"Normal": 0.825,
"Severe": 0.145
},
"majority_class": "Normal",
"expected_severity": "Severe",
"severity_match": false
},
"MC01": {
"n": 100,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 0.92,
"Severe": 0.08
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
}
},
"ground_truth_distribution": {
"Mild": 0.0875,
"Moderate": 0.25,
"Normal": 0.325,
"Severe": 0.3375
},
"ground_truth_counts": {
"Mild": 70,
"Moderate": 200,
"Normal": 260,
"Severe": 270
},
"gt_valid_samples": 800,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.3538,
"speaker_severity_agreement": 0.5,
"distance_metrics": {
"jensen_shannon": 0.431928,
"cosine_similarity": 0.749113,
"kl_divergence": 1.398177,
"total_variation": 0.49
},
"gt_distance_metrics": {
"jensen_shannon": 0,
"cosine_similarity": 1,
"kl_divergence": 0,
"total_variation": 0
}
},
"orpheus_tts": {
"name": "orpheus_tts",
"repo": "resproj007/orpheus_pathological_synthetic_data",
"total_samples": 759,
"distribution": {
"Mild": 0.200264,
"Moderate": 0.345191,
"Normal": 0.388669,
"Severe": 0.065876
},
"counts": {
"Mild": 152,
"Moderate": 262,
"Normal": 295,
"Severe": 50
},
"mean_confidence": 0.9339,
"min_confidence": 0.4004,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"F02": {
"n": 182,
"distribution": {
"Mild": 0.483516,
"Moderate": 0.505495,
"Normal": 0,
"Severe": 0.010989
},
"majority_class": "Moderate",
"expected_severity": "Unknown",
"severity_match": null
},
"F04": {
"n": 69,
"distribution": {
"Mild": 0,
"Moderate": 0.130435,
"Normal": 0.869565,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Mild",
"severity_match": false
},
"FC02": {
"n": 98,
"distribution": {
"Mild": 0.010204,
"Moderate": 0.22449,
"Normal": 0.765306,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"M02": {
"n": 69,
"distribution": {
"Mild": 0,
"Moderate": 0.318841,
"Normal": 0.231884,
"Severe": 0.449275
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"M04": {
"n": 184,
"distribution": {
"Mild": 0.336957,
"Moderate": 0.576087,
"Normal": 0,
"Severe": 0.086957
},
"majority_class": "Moderate",
"expected_severity": "Severe",
"severity_match": false
},
"MC01": {
"n": 97,
"distribution": {
"Mild": 0.010309,
"Moderate": 0.113402,
"Normal": 0.865979,
"Severe": 0.010309
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
}
},
"ground_truth_distribution": {
"Mild": 0.090909,
"Moderate": 0.239789,
"Normal": 0.335968,
"Severe": 0.333333
},
"ground_truth_counts": {
"Mild": 69,
"Moderate": 182,
"Normal": 255,
"Severe": 253
},
"gt_valid_samples": 759,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.4717,
"speaker_severity_agreement": 0.6,
"distance_metrics": {
"jensen_shannon": 0.041223,
"cosine_similarity": 0.996001,
"kl_divergence": 0.006633,
"total_variation": 0.042764
},
"gt_distance_metrics": {
"jensen_shannon": 0.011022,
"cosine_similarity": 0.999562,
"kl_divergence": 0.000486,
"total_variation": 0.014378
}
},
"sesame_tts": {
"name": "sesame_tts",
"repo": "resproj007/sesame_pathological_synthetic_data",
"total_samples": 759,
"distribution": {
"Mild": 0.131752,
"Moderate": 0.422925,
"Normal": 0.396574,
"Severe": 0.048748
},
"counts": {
"Mild": 100,
"Moderate": 321,
"Normal": 301,
"Severe": 37
},
"mean_confidence": 0.9482,
"min_confidence": 0.4617,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"F02": {
"n": 182,
"distribution": {
"Mild": 0.39011,
"Moderate": 0.598901,
"Normal": 0.010989,
"Severe": 0
},
"majority_class": "Moderate",
"expected_severity": "Unknown",
"severity_match": null
},
"F04": {
"n": 69,
"distribution": {
"Mild": 0.057971,
"Moderate": 0.26087,
"Normal": 0.681159,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Mild",
"severity_match": false
},
"FC02": {
"n": 98,
"distribution": {
"Mild": 0,
"Moderate": 0.153061,
"Normal": 0.846939,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"M02": {
"n": 69,
"distribution": {
"Mild": 0.014493,
"Moderate": 0.391304,
"Normal": 0.173913,
"Severe": 0.42029
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"M04": {
"n": 184,
"distribution": {
"Mild": 0.130435,
"Moderate": 0.820652,
"Normal": 0.021739,
"Severe": 0.027174
},
"majority_class": "Moderate",
"expected_severity": "Severe",
"severity_match": false
},
"MC01": {
"n": 97,
"distribution": {
"Mild": 0,
"Moderate": 0.010309,
"Normal": 0.958763,
"Severe": 0.030928
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
}
},
"ground_truth_distribution": {
"Mild": 0.090909,
"Moderate": 0.239789,
"Normal": 0.335968,
"Severe": 0.333333
},
"ground_truth_counts": {
"Mild": 69,
"Moderate": 182,
"Normal": 255,
"Severe": 253
},
"gt_valid_samples": 759,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.5046,
"speaker_severity_agreement": 0.6,
"distance_metrics": {
"jensen_shannon": 0.062168,
"cosine_similarity": 0.990826,
"kl_divergence": 0.015846,
"total_variation": 0.071675
},
"gt_distance_metrics": {
"jensen_shannon": 0.011022,
"cosine_similarity": 0.999562,
"kl_divergence": 0.000486,
"total_variation": 0.014378
}
},
"spark_tts": {
"name": "spark_tts",
"repo": "resproj007/spark_pathological_synthetic_data",
"total_samples": 785,
"distribution": {
"Mild": 0.118471,
"Moderate": 0.347771,
"Normal": 0.428025,
"Severe": 0.105732
},
"counts": {
"Mild": 93,
"Moderate": 273,
"Normal": 336,
"Severe": 83
},
"mean_confidence": 0.9391,
"min_confidence": 0.5043,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"F02": {
"n": 196,
"distribution": {
"Mild": 0.316327,
"Moderate": 0.668367,
"Normal": 0,
"Severe": 0.015306
},
"majority_class": "Moderate",
"expected_severity": "Moderate",
"severity_match": true
},
"F04": {
"n": 68,
"distribution": {
"Mild": 0.014706,
"Moderate": 0.029412,
"Normal": 0.955882,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Moderate",
"severity_match": false
},
"FC02": {
"n": 99,
"distribution": {
"Mild": 0,
"Moderate": 0.020202,
"Normal": 0.979798,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"M02": {
"n": 65,
"distribution": {
"Mild": 0.184615,
"Moderate": 0.092308,
"Normal": 0.261538,
"Severe": 0.461538
},
"majority_class": "Severe",
"expected_severity": "Mild",
"severity_match": false
},
"M04": {
"n": 198,
"distribution": {
"Mild": 0.085859,
"Moderate": 0.666667,
"Normal": 0,
"Severe": 0.247475
},
"majority_class": "Moderate",
"expected_severity": "Severe",
"severity_match": false
},
"MC01": {
"n": 99,
"distribution": {
"Mild": 0.010101,
"Moderate": 0,
"Normal": 0.979798,
"Severe": 0.010101
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
}
},
"ground_truth_distribution": {
"Mild": 0.086624,
"Moderate": 0.249682,
"Normal": 0.328662,
"Severe": 0.335032
},
"ground_truth_counts": {
"Mild": 68,
"Moderate": 196,
"Normal": 258,
"Severe": 263
},
"gt_valid_samples": 785,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.5924,
"speaker_severity_agreement": 0.25,
"distance_metrics": {
"jensen_shannon": 0.051367,
"cosine_similarity": 0.996085,
"kl_divergence": 0.010594,
"total_variation": 0.042508
},
"gt_distance_metrics": {
"jensen_shannon": 0.002923,
"cosine_similarity": 0.999965,
"kl_divergence": 0.000034,
"total_variation": 0.003662
}
},
"knn_vc": {
"name": "knn_vc",
"repo": "resproj007/pathological_knn_vc",
"total_samples": 799,
"distribution": {
"Mild": 0.007509,
"Moderate": 0.043805,
"Normal": 0.698373,
"Severe": 0.250313
},
"counts": {
"Mild": 6,
"Moderate": 35,
"Normal": 558,
"Severe": 200
},
"mean_confidence": 0.9481,
"min_confidence": 0.4566,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"F02": {
"n": 200,
"distribution": {
"Mild": 0.03,
"Moderate": 0.08,
"Normal": 0.735,
"Severe": 0.155
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"F04": {
"n": 70,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 0.985714,
"Severe": 0.014286
},
"majority_class": "Normal",
"expected_severity": "Mild",
"severity_match": false
},
"FC02": {
"n": 100,
"distribution": {
"Mild": 0,
"Moderate": 0.06,
"Normal": 0.92,
"Severe": 0.02
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"M02": {
"n": 70,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 0.985714,
"Severe": 0.014286
},
"majority_class": "Normal",
"expected_severity": "Severe",
"severity_match": false
},
"M04": {
"n": 200,
"distribution": {
"Mild": 0,
"Moderate": 0.06,
"Normal": 0.12,
"Severe": 0.82
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"MC01": {
"n": 99,
"distribution": {
"Mild": 0,
"Moderate": 0.010101,
"Normal": 0.979798,
"Severe": 0.010101
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
}
},
"ground_truth_distribution": {
"Mild": 0.08761,
"Moderate": 0.250313,
"Normal": 0.324155,
"Severe": 0.337922
},
"ground_truth_counts": {
"Mild": 70,
"Moderate": 200,
"Normal": 259,
"Severe": 270
},
"gt_valid_samples": 799,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.5382,
"speaker_severity_agreement": 0.6,
"distance_metrics": {
"jensen_shannon": 0.390763,
"cosine_similarity": 0.766758,
"kl_divergence": 0.903903,
"total_variation": 0.457436
},
"gt_distance_metrics": {
"jensen_shannon": 0.000638,
"cosine_similarity": 0.999998,
"kl_divergence": 0.000002,
"total_variation": 0.000845
}
},
"orpheus_knn_vc": {
"name": "orpheus_knn_vc",
"repo": "resproj007/orpheus_tts_knn_vc_pathological",
"total_samples": 759,
"distribution": {
"Mild": 0.072464,
"Moderate": 0.142292,
"Normal": 0.400527,
"Severe": 0.384717
},
"counts": {
"Mild": 55,
"Moderate": 108,
"Normal": 304,
"Severe": 292
},
"mean_confidence": 0.9444,
"min_confidence": 0.4449,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0.033333,
"Moderate": 0,
"Normal": 0.966667,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"F02": {
"n": 182,
"distribution": {
"Mild": 0.230769,
"Moderate": 0.43956,
"Normal": 0,
"Severe": 0.32967
},
"majority_class": "Moderate",
"expected_severity": "Moderate",
"severity_match": true
},
"F04": {
"n": 69,
"distribution": {
"Mild": 0.086957,
"Moderate": 0.014493,
"Normal": 0.869565,
"Severe": 0.028986
},
"majority_class": "Normal",
"expected_severity": "Moderate",
"severity_match": false
},
"FC02": {
"n": 98,
"distribution": {
"Mild": 0.040816,
"Moderate": 0.22449,
"Normal": 0.734694,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
},
"M02": {
"n": 69,
"distribution": {
"Mild": 0.028986,
"Moderate": 0,
"Normal": 0.289855,
"Severe": 0.681159
},
"majority_class": "Severe",
"expected_severity": "Mild",
"severity_match": false
},
"M04": {
"n": 184,
"distribution": {
"Mild": 0,
"Moderate": 0.016304,
"Normal": 0,
"Severe": 0.983696
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"MC01": {
"n": 97,
"distribution": {
"Mild": 0,
"Moderate": 0.020619,
"Normal": 0.958763,
"Severe": 0.020619
},
"majority_class": "Normal",
"expected_severity": "Unknown",
"severity_match": null
}
},
"ground_truth_distribution": {
"Mild": 0.090909,
"Moderate": 0.239789,
"Normal": 0.335968,
"Severe": 0.333333
},
"ground_truth_counts": {
"Mild": 69,
"Moderate": 182,
"Normal": 255,
"Severe": 253
},
"gt_valid_samples": 759,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.7088,
"speaker_severity_agreement": 0.5,
"distance_metrics": {
"jensen_shannon": 0.295507,
"cosine_similarity": 0.778503,
"kl_divergence": 0.33099,
"total_variation": 0.308467
},
"gt_distance_metrics": {
"jensen_shannon": 0.011022,
"cosine_similarity": 0.999562,
"kl_divergence": 0.000486,
"total_variation": 0.014378
}
},
"sesame_knn_vc": {
"name": "sesame_knn_vc",
"repo": "resproj007/sesame_tts_knn_vc_pathological",
"total_samples": 759,
"distribution": {
"Mild": 0.15942,
"Moderate": 0.172596,
"Normal": 0.362319,
"Severe": 0.305665
},
"counts": {
"Mild": 121,
"Moderate": 131,
"Normal": 275,
"Severe": 232
},
"mean_confidence": 0.9228,
"min_confidence": 0.3701,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0.066667,
"Moderate": 0,
"Normal": 0.933333,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"F02": {
"n": 182,
"distribution": {
"Mild": 0.368132,
"Moderate": 0.516484,
"Normal": 0.005495,
"Severe": 0.10989
},
"majority_class": "Moderate",
"expected_severity": "Moderate",
"severity_match": true
},
"F04": {
"n": 69,
"distribution": {
"Mild": 0.318841,
"Moderate": 0.072464,
"Normal": 0.594203,
"Severe": 0.014493
},
"majority_class": "Normal",
"expected_severity": "Mild",
"severity_match": false
},
"FC02": {
"n": 98,
"distribution": {
"Mild": 0.05102,
"Moderate": 0.122449,
"Normal": 0.826531,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"M02": {
"n": 69,
"distribution": {
"Mild": 0.144928,
"Moderate": 0.043478,
"Normal": 0.115942,
"Severe": 0.695652
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"M04": {
"n": 184,
"distribution": {
"Mild": 0.005435,
"Moderate": 0.086957,
"Normal": 0.038043,
"Severe": 0.869565
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"MC01": {
"n": 97,
"distribution": {
"Mild": 0.14433,
"Moderate": 0.010309,
"Normal": 0.814433,
"Severe": 0.030928
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
}
},
"ground_truth_distribution": {
"Mild": 0.090909,
"Moderate": 0.239789,
"Normal": 0.335968,
"Severe": 0.333333
},
"ground_truth_counts": {
"Mild": 69,
"Moderate": 182,
"Normal": 255,
"Severe": 253
},
"gt_valid_samples": 759,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.7141,
"speaker_severity_agreement": 0.875,
"distance_metrics": {
"jensen_shannon": 0.230947,
"cosine_similarity": 0.858436,
"kl_divergence": 0.198137,
"total_variation": 0.231335
},
"gt_distance_metrics": {
"jensen_shannon": 0.011022,
"cosine_similarity": 0.999562,
"kl_divergence": 0.000486,
"total_variation": 0.014378
}
},
"spark_knn_vc": {
"name": "spark_knn_vc",
"repo": "resproj007/spark_tts_knn_vc_pathological",
"total_samples": 785,
"distribution": {
"Mild": 0.141401,
"Moderate": 0.140127,
"Normal": 0.387261,
"Severe": 0.33121
},
"counts": {
"Mild": 111,
"Moderate": 110,
"Normal": 304,
"Severe": 260
},
"mean_confidence": 0.933,
"min_confidence": 0.3624,
"per_speaker": {
"211": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"4014": {
"n": 30,
"distribution": {
"Mild": 0,
"Moderate": 0,
"Normal": 1,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"F02": {
"n": 196,
"distribution": {
"Mild": 0.387755,
"Moderate": 0.438776,
"Normal": 0,
"Severe": 0.173469
},
"majority_class": "Moderate",
"expected_severity": "Moderate",
"severity_match": true
},
"F04": {
"n": 68,
"distribution": {
"Mild": 0.176471,
"Moderate": 0.029412,
"Normal": 0.779412,
"Severe": 0.014706
},
"majority_class": "Normal",
"expected_severity": "Mild",
"severity_match": false
},
"FC02": {
"n": 99,
"distribution": {
"Mild": 0.010101,
"Moderate": 0.030303,
"Normal": 0.959596,
"Severe": 0
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
},
"M02": {
"n": 65,
"distribution": {
"Mild": 0.184615,
"Moderate": 0,
"Normal": 0.138462,
"Severe": 0.676923
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"M04": {
"n": 198,
"distribution": {
"Mild": 0.015152,
"Moderate": 0.085859,
"Normal": 0,
"Severe": 0.89899
},
"majority_class": "Severe",
"expected_severity": "Severe",
"severity_match": true
},
"MC01": {
"n": 99,
"distribution": {
"Mild": 0.070707,
"Moderate": 0.020202,
"Normal": 0.878788,
"Severe": 0.030303
},
"majority_class": "Normal",
"expected_severity": "Normal",
"severity_match": true
}
},
"ground_truth_distribution": {
"Mild": 0.086624,
"Moderate": 0.249682,
"Normal": 0.328662,
"Severe": 0.335032
},
"ground_truth_counts": {
"Mild": 68,
"Moderate": 196,
"Normal": 258,
"Severe": 263
},
"gt_valid_samples": 785,
"gt_unknown_samples": 0,
"classifier_accuracy_on_dataset": 0.7159,
"speaker_severity_agreement": 0.875,
"distance_metrics": {
"jensen_shannon": 0.258646,
"cosine_similarity": 0.823941,
"kl_divergence": 0.256481,
"total_variation": 0.254961
},
"gt_distance_metrics": {
"jensen_shannon": 0.002923,
"cosine_similarity": 0.999965,
"kl_divergence": 0.000034,
"total_variation": 0.003662
}
}
} | [
{
"name": "original_speech",
"jensen_shannon": 0,
"cosine_similarity": 1,
"kl_divergence": 0,
"total_variation": 0,
"n": 800
},
{
"name": "orpheus_tts",
"jensen_shannon": 0.041223,
"cosine_similarity": 0.996001,
"kl_divergence": 0.006633,
"total_variation": 0.042764,
... | [
{
"name": "original_speech",
"jensen_shannon": 0,
"cosine_similarity": 1,
"kl_divergence": 0,
"total_variation": 0,
"n": 800,
"accuracy": 0.5675,
"speaker_agreement": 0.75
},
{
"name": "baseline_orpheus",
"jensen_shannon": 0,
"cosine_similarity": 1,
"kl_divergence... | {
"Mild": 0.0875,
"Moderate": 0.25,
"Normal": 0.325,
"Severe": 0.3375
} | [
"Mild",
"Moderate",
"Normal",
"Severe"
] | ./outputs/severity_classifier_mms |
YAML Metadata Warning: empty or missing yaml metadata in repo card
Check out the documentation for more information.
Severity Distribution Comparison
Compares predicted severity distributions of synthetic speech methods against original pathological speech.
Classifier: ./outputs/severity_classifier_mms (accuracy: 97.87%)
Reference: original_speech
Reference distribution: Mild: 15.8%, Moderate: 35.1%, Normal: 41.5%, Severe: 7.6%
Ranking (by Jensen-Shannon distance, lower = closer to original)
| Method | JS Dist | Cos Sim | KL Div | TV Dist | N |
|---|---|---|---|---|---|
| original_speech | 0.0000 | 1.0000 | 0.0000 | 0.0000 | 800 |
| orpheus_tts | 0.0412 | 0.9960 | 0.0066 | 0.0428 | 759 |
| spark_tts | 0.0514 | 0.9961 | 0.0106 | 0.0425 | 785 |
| sesame_tts | 0.0622 | 0.9908 | 0.0158 | 0.0717 | 759 |
| sesame_knn_vc | 0.2309 | 0.8584 | 0.1981 | 0.2313 | 759 |
| spark_knn_vc | 0.2586 | 0.8239 | 0.2565 | 0.2550 | 785 |
| orpheus_knn_vc | 0.2955 | 0.7785 | 0.3310 | 0.3085 | 759 |
| knn_vc | 0.3908 | 0.7668 | 0.9039 | 0.4574 | 799 |
| baseline_orpheus | 0.4319 | 0.7491 | 1.3982 | 0.4900 | 800 |
Per-Method Severity Distribution
| Method | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|
| original_speech | 15.8% | 35.1% | 41.5% | 7.6% |
| orpheus_tts | 20.0% | 34.5% | 38.9% | 6.6% |
| spark_tts | 11.8% | 34.8% | 42.8% | 10.6% |
| sesame_tts | 13.2% | 42.3% | 39.7% | 4.9% |
| sesame_knn_vc | 15.9% | 17.3% | 36.2% | 30.6% |
| spark_knn_vc | 14.1% | 14.0% | 38.7% | 33.1% |
| orpheus_knn_vc | 7.2% | 14.2% | 40.1% | 38.5% |
| knn_vc | 0.8% | 4.4% | 69.8% | 25.0% |
| baseline_orpheus | 0.2% | 1.6% | 87.9% | 10.2% |
original_speech — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Normal | Normal | ✓ | 0% | 0% | 100% | 0% |
| 4014 | 30 | Normal | Normal | ✓ | 3% | 0% | 97% | 0% |
| F02 | 200 | Moderate | Moderate | ✓ | 31% | 68% | 0% | 0% |
| F04 | 70 | Mild | Normal | ✗ | 4% | 4% | 91% | 0% |
| FC02 | 100 | Normal | Normal | ✓ | 0% | 1% | 99% | 0% |
| M02 | 70 | Severe | Severe | ✓ | 4% | 19% | 19% | 59% |
| M04 | 200 | Severe | Moderate | ✗ | 28% | 63% | 0% | 9% |
| MC01 | 100 | Normal | Normal | ✓ | 1% | 1% | 97% | 1% |
orpheus_tts — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| 4014 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| F02 | 182 | Unknown | Moderate | ? | 48% | 51% | 0% | 1% |
| F04 | 69 | Mild | Normal | ✗ | 0% | 13% | 87% | 0% |
| FC02 | 98 | Normal | Normal | ✓ | 1% | 22% | 77% | 0% |
| M02 | 69 | Severe | Severe | ✓ | 0% | 32% | 23% | 45% |
| M04 | 184 | Severe | Moderate | ✗ | 34% | 58% | 0% | 9% |
| MC01 | 97 | Normal | Normal | ✓ | 1% | 11% | 87% | 1% |
spark_tts — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| 4014 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| F02 | 196 | Moderate | Moderate | ✓ | 32% | 67% | 0% | 2% |
| F04 | 68 | Moderate | Normal | ✗ | 1% | 3% | 96% | 0% |
| FC02 | 99 | Unknown | Normal | ? | 0% | 2% | 98% | 0% |
| M02 | 65 | Mild | Severe | ✗ | 18% | 9% | 26% | 46% |
| M04 | 198 | Severe | Moderate | ✗ | 9% | 67% | 0% | 25% |
| MC01 | 99 | Unknown | Normal | ? | 1% | 0% | 98% | 1% |
sesame_tts — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| 4014 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| F02 | 182 | Unknown | Moderate | ? | 39% | 60% | 1% | 0% |
| F04 | 69 | Mild | Normal | ✗ | 6% | 26% | 68% | 0% |
| FC02 | 98 | Normal | Normal | ✓ | 0% | 15% | 85% | 0% |
| M02 | 69 | Severe | Severe | ✓ | 1% | 39% | 17% | 42% |
| M04 | 184 | Severe | Moderate | ✗ | 13% | 82% | 2% | 3% |
| MC01 | 97 | Normal | Normal | ✓ | 0% | 1% | 96% | 3% |
sesame_knn_vc — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Normal | Normal | ✓ | 0% | 0% | 100% | 0% |
| 4014 | 30 | Normal | Normal | ✓ | 7% | 0% | 93% | 0% |
| F02 | 182 | Moderate | Moderate | ✓ | 37% | 52% | 1% | 11% |
| F04 | 69 | Mild | Normal | ✗ | 32% | 7% | 59% | 1% |
| FC02 | 98 | Normal | Normal | ✓ | 5% | 12% | 83% | 0% |
| M02 | 69 | Severe | Severe | ✓ | 14% | 4% | 12% | 70% |
| M04 | 184 | Severe | Severe | ✓ | 1% | 9% | 4% | 87% |
| MC01 | 97 | Normal | Normal | ✓ | 14% | 1% | 81% | 3% |
spark_knn_vc — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Normal | Normal | ✓ | 0% | 0% | 100% | 0% |
| 4014 | 30 | Normal | Normal | ✓ | 0% | 0% | 100% | 0% |
| F02 | 196 | Moderate | Moderate | ✓ | 39% | 44% | 0% | 17% |
| F04 | 68 | Mild | Normal | ✗ | 18% | 3% | 78% | 1% |
| FC02 | 99 | Normal | Normal | ✓ | 1% | 3% | 96% | 0% |
| M02 | 65 | Severe | Severe | ✓ | 18% | 0% | 14% | 68% |
| M04 | 198 | Severe | Severe | ✓ | 2% | 9% | 0% | 90% |
| MC01 | 99 | Normal | Normal | ✓ | 7% | 2% | 88% | 3% |
orpheus_knn_vc — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| 4014 | 30 | Unknown | Normal | ? | 3% | 0% | 97% | 0% |
| F02 | 182 | Moderate | Moderate | ✓ | 23% | 44% | 0% | 33% |
| F04 | 69 | Moderate | Normal | ✗ | 9% | 1% | 87% | 3% |
| FC02 | 98 | Unknown | Normal | ? | 4% | 22% | 73% | 0% |
| M02 | 69 | Mild | Severe | ✗ | 3% | 0% | 29% | 68% |
| M04 | 184 | Severe | Severe | ✓ | 0% | 2% | 0% | 98% |
| MC01 | 97 | Unknown | Normal | ? | 0% | 2% | 96% | 2% |
knn_vc — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| 4014 | 30 | Unknown | Normal | ? | 0% | 0% | 100% | 0% |
| F02 | 200 | Unknown | Normal | ? | 3% | 8% | 74% | 16% |
| F04 | 70 | Mild | Normal | ✗ | 0% | 0% | 99% | 1% |
| FC02 | 100 | Normal | Normal | ✓ | 0% | 6% | 92% | 2% |
| M02 | 70 | Severe | Normal | ✗ | 0% | 0% | 99% | 1% |
| M04 | 200 | Severe | Severe | ✓ | 0% | 6% | 12% | 82% |
| MC01 | 99 | Normal | Normal | ✓ | 0% | 1% | 98% | 1% |
baseline_orpheus — Per-Speaker: Expected vs Predicted
| Speaker | N | Expected | Predicted | Match | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|---|---|---|---|
| 211 | 30 | Normal | Normal | ✓ | 0% | 0% | 100% | 0% |
| 4014 | 30 | Normal | Normal | ✓ | 0% | 0% | 100% | 0% |
| F02 | 200 | Moderate | Normal | ✗ | 0% | 2% | 84% | 14% |
| F04 | 70 | Mild | Normal | ✗ | 3% | 0% | 89% | 9% |
| FC02 | 100 | Normal | Normal | ✓ | 0% | 1% | 91% | 8% |
| M02 | 70 | Severe | Normal | ✗ | 0% | 1% | 93% | 6% |
| M04 | 200 | Severe | Normal | ✗ | 0% | 3% | 82% | 14% |
| MC01 | 100 | Normal | Normal | ✓ | 0% | 0% | 92% | 8% |
Ground-Truth Label Comparison
Compares severity distributions based on dataset labels (from speaker metadata) rather than classifier predictions.
Reference GT distribution: Mild: 8.8%, Moderate: 25.0%, Normal: 32.5%, Severe: 33.8%
GT Ranking (by Jensen-Shannon distance on labels)
| Method | GT JS Dist | GT Cos Sim | GT KL Div | GT TV Dist | N | Clf Accuracy | Speaker Agreement |
|---|---|---|---|---|---|---|---|
| original_speech | 0.0000 | 1.0000 | 0.0000 | 0.0000 | 800 | 0.5675 | 0.7500 |
| baseline_orpheus | 0.0000 | 1.0000 | 0.0000 | 0.0000 | 800 | 0.3538 | 0.5000 |
| knn_vc | 0.0006 | 1.0000 | 0.0000 | 0.0008 | 799 | 0.5382 | 0.6000 |
| spark_tts | 0.0029 | 1.0000 | 0.0000 | 0.0037 | 785 | 0.5924 | 0.2500 |
| spark_knn_vc | 0.0029 | 1.0000 | 0.0000 | 0.0037 | 785 | 0.7159 | 0.8750 |
| orpheus_tts | 0.0110 | 0.9996 | 0.0005 | 0.0144 | 759 | 0.4717 | 0.6000 |
| sesame_tts | 0.0110 | 0.9996 | 0.0005 | 0.0144 | 759 | 0.5046 | 0.6000 |
| orpheus_knn_vc | 0.0110 | 0.9996 | 0.0005 | 0.0144 | 759 | 0.7088 | 0.5000 |
| sesame_knn_vc | 0.0110 | 0.9996 | 0.0005 | 0.0144 | 759 | 0.7141 | 0.8750 |
GT Per-Method Severity Distribution
| Method | Mild | Moderate | Normal | Severe |
|---|---|---|---|---|
| original_speech | 8.8% | 25.0% | 32.5% | 33.8% |
| baseline_orpheus | 8.8% | 25.0% | 32.5% | 33.8% |
| knn_vc | 8.8% | 25.0% | 32.4% | 33.8% |
| spark_tts | 8.7% | 25.0% | 32.9% | 33.5% |
| spark_knn_vc | 8.7% | 25.0% | 32.9% | 33.5% |
| orpheus_tts | 9.1% | 24.0% | 33.6% | 33.3% |
| sesame_tts | 9.1% | 24.0% | 33.6% | 33.3% |
| orpheus_knn_vc | 9.1% | 24.0% | 33.6% | 33.3% |
| sesame_knn_vc | 9.1% | 24.0% | 33.6% | 33.3% |
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