Download evaluation_metrics.json from wq2012/personal-vad-v2-conformer-unified: direct link, hf CLI and curl.
- Browser
- Download file 14 kB
-
https://huggingface.co/wq2012/personal-vad-v2-conformer-unified/resolve/main/evaluation_metrics.json
- Command line
-
hf download hf://wq2012/personal-vad-v2-conformer-unified/evaluation_metrics.json
-
curl -L -o evaluation_metrics.json https://huggingface.co/wq2012/personal-vad-v2-conformer-unified/resolve/main/evaluation_metrics.json
14 kB
| { | |
| "paper": "Personal VAD 2.0 (arXiv:2204.03793)", | |
| "backbone": "conformer", | |
| "conditioning_mode": "film_dvector_cos", | |
| "loss_type": "cross_entropy", | |
| "final_train_loss": 0.5947727542934995, | |
| "artifacts": { | |
| "weights_path": "/usr/local/google/home/quanw/Data/pvad_MLS_Watch_models/pvad2_e5_conformer_unified/model.weights.h5", | |
| "safetensors_path": "/usr/local/google/home/quanw/Data/pvad_MLS_Watch_models/pvad2_e5_conformer_unified/model.safetensors", | |
| "config_path": "/usr/local/google/home/quanw/Data/pvad_MLS_Watch_models/pvad2_e5_conformer_unified/model_config.json", | |
| "fp32_tflite_path": "/usr/local/google/home/quanw/Data/pvad_MLS_Watch_models/pvad2_e5_conformer_unified/model_fp32.tflite", | |
| "quant_tflite_path": "/usr/local/google/home/quanw/Data/pvad_MLS_Watch_models/pvad2_e5_conformer_unified/model_quantized.tflite", | |
| "fp32_size_kb": 4391.39, | |
| "quant_size_kb": 1367.07, | |
| "safetensors_size_kb": 4278.78, | |
| "num_parameters": 1091267 | |
| }, | |
| "evaluations": { | |
| "personal_vad_non_concat": { | |
| "eval_mode": "personal_vad", | |
| "num_frames": 20160, | |
| "overall_accuracy": 0.7103174603174603, | |
| "class_accuracies": { | |
| "Speech (tss)": 0.6577914798206278, | |
| "Silence (ns)": 0.8770911573916013, | |
| "Non-Target Speech (ntss)": 0.6262908177504884 | |
| }, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6892420164744152, | |
| "Silence (ns)": 0.9357029409584907, | |
| "Non-Target Speech (ntss)": 0.7268596677348595 | |
| }, | |
| "mean_average_precision_micro": 0.7919295853317531, | |
| "roc_aucs": { | |
| "Speech (tss)": 0.8259080360266248, | |
| "Silence (ns)": 0.9699089350874723, | |
| "Non-Target Speech (ntss)": 0.8210536349222516 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 360, | |
| "n_resamples": 1000, | |
| "mAP_micro_95_ci": [ | |
| 0.7586, | |
| 0.8207 | |
| ], | |
| "tss_ap_95_ci": [ | |
| 0.6147, | |
| 0.7567 | |
| ], | |
| "ns_ap_95_ci": [ | |
| 0.9263, | |
| 0.9448 | |
| ], | |
| "ntss_ap_95_ci": [ | |
| 0.6709, | |
| 0.7816 | |
| ] | |
| } | |
| }, | |
| "personal_vad_concat": { | |
| "eval_mode": "personal_vad", | |
| "num_frames": 40320, | |
| "overall_accuracy": 0.7016617063492063, | |
| "class_accuracies": { | |
| "Speech (tss)": 0.6557051423526815, | |
| "Silence (ns)": 0.855155343120519, | |
| "Non-Target Speech (ntss)": 0.6234761175138231 | |
| }, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6772764605640786, | |
| "Silence (ns)": 0.9265294274976209, | |
| "Non-Target Speech (ntss)": 0.7326544180781862 | |
| }, | |
| "mean_average_precision_micro": 0.7850382284324038, | |
| "roc_aucs": { | |
| "Speech (tss)": 0.8246058077862795, | |
| "Silence (ns)": 0.9648233021866168, | |
| "Non-Target Speech (ntss)": 0.8136358820553207 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 343, | |
| "n_resamples": 1000, | |
| "mAP_micro_95_ci": [ | |
| 0.7639, | |
| 0.8038 | |
| ], | |
| "tss_ap_95_ci": [ | |
| 0.6391, | |
| 0.7201 | |
| ], | |
| "ns_ap_95_ci": [ | |
| 0.9175, | |
| 0.9337 | |
| ], | |
| "ntss_ap_95_ci": [ | |
| 0.7045, | |
| 0.7574 | |
| ] | |
| } | |
| }, | |
| "personal_vad_concat_mtr": { | |
| "eval_mode": "personal_vad", | |
| "num_frames": 40320, | |
| "overall_accuracy": 0.5465277777777777, | |
| "class_accuracies": { | |
| "Speech (tss)": 0.47266975649231224, | |
| "Silence (ns)": 0.7238818709457152, | |
| "Non-Target Speech (ntss)": 0.47498501099193924 | |
| }, | |
| "average_precisions": { | |
| "Speech (tss)": 0.5395266815820644, | |
| "Silence (ns)": 0.7835283893492777, | |
| "Non-Target Speech (ntss)": 0.550999424919393 | |
| }, | |
| "mean_average_precision_micro": 0.6202588749375713, | |
| "roc_aucs": { | |
| "Speech (tss)": 0.701350691302156, | |
| "Silence (ns)": 0.8876932646134721, | |
| "Non-Target Speech (ntss)": 0.6661654002363839 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 343, | |
| "n_resamples": 1000, | |
| "mAP_micro_95_ci": [ | |
| 0.5988, | |
| 0.642 | |
| ], | |
| "tss_ap_95_ci": [ | |
| 0.5011, | |
| 0.5792 | |
| ], | |
| "ns_ap_95_ci": [ | |
| 0.7673, | |
| 0.7991 | |
| ], | |
| "ntss_ap_95_ci": [ | |
| 0.5156, | |
| 0.5825 | |
| ] | |
| } | |
| }, | |
| "personal_vad_non_concat_tflite_fp32": { | |
| "eval_mode": "personal_vad", | |
| "num_frames": 20160, | |
| "overall_accuracy": 0.7103174603174603, | |
| "class_accuracies": { | |
| "Speech (tss)": 0.6577914798206278, | |
| "Silence (ns)": 0.8770911573916013, | |
| "Non-Target Speech (ntss)": 0.6262908177504884 | |
| }, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6892420387976984, | |
| "Silence (ns)": 0.9357029490548648, | |
| "Non-Target Speech (ntss)": 0.7268597643877056 | |
| }, | |
| "mean_average_precision_micro": 0.7919295941246614, | |
| "roc_aucs": { | |
| "Speech (tss)": 0.8259080844453428, | |
| "Silence (ns)": 0.9699089470233363, | |
| "Non-Target Speech (ntss)": 0.8210537100981061 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 360, | |
| "n_resamples": 200, | |
| "mAP_micro_95_ci": [ | |
| 0.7622, | |
| 0.8228 | |
| ], | |
| "tss_ap_95_ci": [ | |
| 0.6146, | |
| 0.7625 | |
| ], | |
| "ns_ap_95_ci": [ | |
| 0.9272, | |
| 0.945 | |
| ], | |
| "ntss_ap_95_ci": [ | |
| 0.6731, | |
| 0.7836 | |
| ] | |
| } | |
| }, | |
| "personal_vad_non_concat_tflite_quant": { | |
| "eval_mode": "personal_vad", | |
| "num_frames": 20160, | |
| "overall_accuracy": 0.7097718253968254, | |
| "class_accuracies": { | |
| "Speech (tss)": 0.6579316143497758, | |
| "Silence (ns)": 0.8752133834073063, | |
| "Non-Target Speech (ntss)": 0.6261512698855708 | |
| }, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6893415696135827, | |
| "Silence (ns)": 0.9358276567867474, | |
| "Non-Target Speech (ntss)": 0.7269565770766615 | |
| }, | |
| "mean_average_precision_micro": 0.7917433650517681, | |
| "roc_aucs": { | |
| "Speech (tss)": 0.8258096653315439, | |
| "Silence (ns)": 0.9699485203801774, | |
| "Non-Target Speech (ntss)": 0.8208741901573671 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 360, | |
| "n_resamples": 200, | |
| "mAP_micro_95_ci": [ | |
| 0.762, | |
| 0.8225 | |
| ], | |
| "tss_ap_95_ci": [ | |
| 0.6148, | |
| 0.7628 | |
| ], | |
| "ns_ap_95_ci": [ | |
| 0.9275, | |
| 0.945 | |
| ], | |
| "ntss_ap_95_ci": [ | |
| 0.6731, | |
| 0.7822 | |
| ] | |
| } | |
| }, | |
| "personal_vad_concat_tflite_fp32": { | |
| "eval_mode": "personal_vad", | |
| "num_frames": 40320, | |
| "overall_accuracy": 0.7016617063492063, | |
| "class_accuracies": { | |
| "Speech (tss)": 0.6557051423526815, | |
| "Silence (ns)": 0.855155343120519, | |
| "Non-Target Speech (ntss)": 0.6234761175138231 | |
| }, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6772765009353281, | |
| "Silence (ns)": 0.9265294367475656, | |
| "Non-Target Speech (ntss)": 0.7326544699148918 | |
| }, | |
| "mean_average_precision_micro": 0.7850381579670648, | |
| "roc_aucs": { | |
| "Speech (tss)": 0.8246058160439154, | |
| "Silence (ns)": 0.9648233066625658, | |
| "Non-Target Speech (ntss)": 0.8136359123253771 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 343, | |
| "n_resamples": 200, | |
| "mAP_micro_95_ci": [ | |
| 0.7633, | |
| 0.8064 | |
| ], | |
| "tss_ap_95_ci": [ | |
| 0.6391, | |
| 0.7167 | |
| ], | |
| "ns_ap_95_ci": [ | |
| 0.9179, | |
| 0.9337 | |
| ], | |
| "ntss_ap_95_ci": [ | |
| 0.7064, | |
| 0.758 | |
| ] | |
| } | |
| }, | |
| "personal_vad_concat_tflite_quant": { | |
| "eval_mode": "personal_vad", | |
| "num_frames": 40320, | |
| "overall_accuracy": 0.7013392857142857, | |
| "class_accuracies": { | |
| "Speech (tss)": 0.6555580077981313, | |
| "Silence (ns)": 0.8547285763059065, | |
| "Non-Target Speech (ntss)": 0.6230764106322031 | |
| }, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6775659071400901, | |
| "Silence (ns)": 0.9265073834296618, | |
| "Non-Target Speech (ntss)": 0.7323164660648535 | |
| }, | |
| "mean_average_precision_micro": 0.7848514382066165, | |
| "roc_aucs": { | |
| "Speech (tss)": 0.8243797976709123, | |
| "Silence (ns)": 0.9647974043458671, | |
| "Non-Target Speech (ntss)": 0.8134056611675335 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 343, | |
| "n_resamples": 200, | |
| "mAP_micro_95_ci": [ | |
| 0.7631, | |
| 0.806 | |
| ], | |
| "tss_ap_95_ci": [ | |
| 0.6394, | |
| 0.7168 | |
| ], | |
| "ns_ap_95_ci": [ | |
| 0.9179, | |
| 0.9337 | |
| ], | |
| "ntss_ap_95_ci": [ | |
| 0.7055, | |
| 0.758 | |
| ] | |
| } | |
| }, | |
| "per_language_concat": { | |
| "de": { | |
| "num_speakers": 5, | |
| "num_eval_mixtures": 42, | |
| "num_frames": 5040, | |
| "average_precisions": { | |
| "Speech (tss)": 0.5843, | |
| "Silence (ns)": 0.8297, | |
| "Non-Target Speech (ntss)": 0.7236 | |
| }, | |
| "mean_average_precision_micro": 0.6937 | |
| }, | |
| "en": { | |
| "num_speakers": 6, | |
| "num_eval_mixtures": 54, | |
| "num_frames": 6048, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6705, | |
| "Silence (ns)": 0.9365, | |
| "Non-Target Speech (ntss)": 0.697 | |
| }, | |
| "mean_average_precision_micro": 0.7707 | |
| }, | |
| "es": { | |
| "num_speakers": 5, | |
| "num_eval_mixtures": 42, | |
| "num_frames": 5040, | |
| "average_precisions": { | |
| "Speech (tss)": 0.6926, | |
| "Silence (ns)": 0.9542, | |
| "Non-Target Speech (ntss)": 0.6632 | |
| }, | |
| "mean_average_precision_micro": 0.7766 | |
| }, | |
| "fr": { | |
| "num_speakers": 5, | |
| "num_eval_mixtures": 42, | |
| "num_frames": 5040, | |
| "average_precisions": { | |
| "Speech (tss)": 0.5237, | |
| "Silence (ns)": 0.9294, | |
| "Non-Target Speech (ntss)": 0.6177 | |
| }, | |
| "mean_average_precision_micro": 0.6825 | |
| }, | |
| "it": { | |
| "num_speakers": 5, | |
| "num_eval_mixtures": 42, | |
| "num_frames": 5040, | |
| "average_precisions": { | |
| "Speech (tss)": 0.7897, | |
| "Silence (ns)": 0.962, | |
| "Non-Target Speech (ntss)": 0.8087 | |
| }, | |
| "mean_average_precision_micro": 0.8498 | |
| }, | |
| "nl": { | |
| "num_speakers": 5, | |
| "num_eval_mixtures": 42, | |
| "num_frames": 5040, | |
| "average_precisions": { | |
| "Speech (tss)": 0.7495, | |
| "Silence (ns)": 0.9472, | |
| "Non-Target Speech (ntss)": 0.7659 | |
| }, | |
| "mean_average_precision_micro": 0.8147 | |
| }, | |
| "pl": { | |
| "num_speakers": 4, | |
| "num_eval_mixtures": 37, | |
| "num_frames": 4032, | |
| "average_precisions": { | |
| "Speech (tss)": 0.7613, | |
| "Silence (ns)": 0.9413, | |
| "Non-Target Speech (ntss)": 0.688 | |
| }, | |
| "mean_average_precision_micro": 0.7806 | |
| }, | |
| "pt": { | |
| "num_speakers": 5, | |
| "num_eval_mixtures": 42, | |
| "num_frames": 5040, | |
| "average_precisions": { | |
| "Speech (tss)": 0.8458, | |
| "Silence (ns)": 0.9451, | |
| "Non-Target Speech (ntss)": 0.8644 | |
| }, | |
| "mean_average_precision_micro": 0.8723 | |
| } | |
| }, | |
| "no_enrollment_non_concat": { | |
| "eval_mode": "personal_vad_std_eval", | |
| "num_frames": 20160, | |
| "overall_accuracy": 0.915327380952381, | |
| "class_accuracies": { | |
| "Speech": 0.9136484407775136, | |
| "Silence": 0.9194264254011608 | |
| }, | |
| "average_precisions": { | |
| "Speech": 0.9872015134035821, | |
| "Silence": 0.9437945725594598 | |
| }, | |
| "mean_average_precision_micro": 0.9667837244571811, | |
| "roc_aucs": { | |
| "Speech": 0.9721312198801457, | |
| "Silence": 0.974523757835835 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 360, | |
| "n_resamples": 1000, | |
| "mAP_micro_95_ci": [ | |
| 0.9607, | |
| 0.9723 | |
| ] | |
| } | |
| }, | |
| "no_enrollment_concat": { | |
| "eval_mode": "personal_vad_std_eval", | |
| "num_frames": 40320, | |
| "overall_accuracy": 0.9083333333333333, | |
| "class_accuracies": { | |
| "Speech": 0.9118654733603692, | |
| "Silence": 0.8997097985660635 | |
| }, | |
| "average_precisions": { | |
| "Speech": 0.9850832771369401, | |
| "Silence": 0.9365338947237541 | |
| }, | |
| "mean_average_precision_micro": 0.9613701610833925, | |
| "roc_aucs": { | |
| "Speech": 0.9679380330168913, | |
| "Silence": 0.9704484107731388 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 355, | |
| "n_resamples": 1000, | |
| "mAP_micro_95_ci": [ | |
| 0.9566, | |
| 0.9658 | |
| ] | |
| } | |
| }, | |
| "no_enrollment_concat_tflite_quant": { | |
| "eval_mode": "personal_vad_std_eval", | |
| "num_frames": 40320, | |
| "overall_accuracy": 0.908531746031746, | |
| "class_accuracies": { | |
| "Speech": 0.9120752342329744, | |
| "Silence": 0.8998805052919086 | |
| }, | |
| "average_precisions": { | |
| "Speech": 0.9850984184356474, | |
| "Silence": 0.9365649290677195 | |
| }, | |
| "mean_average_precision_micro": 0.9616643373133097, | |
| "roc_aucs": { | |
| "Speech": 0.9679613452511184, | |
| "Silence": 0.970470941208279 | |
| }, | |
| "bootstrap_ci": { | |
| "resample_unit": "utterance_mixture", | |
| "num_clusters": 355, | |
| "n_resamples": 200, | |
| "mAP_micro_95_ci": [ | |
| 0.9569, | |
| 0.9658 | |
| ] | |
| } | |
| } | |
| } | |
| } |