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Training With Mixed Dataset/results/Bach10Synth_DJCM_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "DJCM",
+        "dataset_name": "Bach10Synth",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:35:52.897167+00:00",
+        "execution_time_seconds": 93.29
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.9888224302255139,
+            "recall": 0.9454692305809599,
+            "f1": 0.9666599936606443
+        },
+        "pitch_accuracy": {
+            "rmse": 75.07798232516214,
+            "cents_error": 23.948067652055137,
+            "rpa": 0.9697037682610083,
+            "rca": 0.9712828655006084,
+            "octave_error_rate": 0.00569510479855724,
+            "gross_error_rate": 0.01048417019734401,
+            "valid_frames": 115889
+        },
+        "smoothness_metrics": {
+            "relative_smoothness": 10.671855677502464,
+            "continuity_breaks": 0.8157242063492063
+        },
+        "combined_score": 0.9582051059673263,
+        "optimal_threshold": 0.4
+    }
+}

Training With Mixed Dataset/results/Bach10Synth_RMVPE_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "RMVPE",
+        "dataset_name": "Bach10Synth",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:33:07.496451+00:00",
+        "execution_time_seconds": 58.24
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.9972985023736459,
+            "recall": 0.9306454113059156,
+            "f1": 0.962819787806916
+        },
+        "pitch_accuracy": {
+            "rmse": 7.1072699327635585,
+            "cents_error": 4.009898514637859,
+            "rpa": 0.9936794305351007,
+            "rca": 0.9941002174065503,
+            "octave_error_rate": 0.0005610491619328144,
+            "gross_error_rate": 0.000666245879795217,
+            "valid_frames": 114072
+        },
+        "smoothness_metrics": {
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+            "continuity_breaks": 0.9614682539682541
+        },
+        "combined_score": 0.9835085640298364,
+        "optimal_threshold": 0.7000000000000001
+    }
+}

Training With Mixed Dataset/results/Bach10Synth_SwiftF0_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "SwiftF0",
+        "dataset_name": "Bach10Synth",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T09:38:09.679652+00:00",
+        "execution_time_seconds": 70.16
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.9969860433256272,
+            "recall": 0.9499481941373712,
+            "f1": 0.9728989025037288
+        },
+        "pitch_accuracy": {
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+            "cents_error": 12.08998838088326,
+            "rpa": 0.9839055978288874,
+            "rca": 0.9850048953090915,
+            "octave_error_rate": 0.0012452979267936583,
+            "gross_error_rate": 0.002044006252254419,
+            "valid_frames": 116438
+        },
+        "smoothness_metrics": {
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+            "continuity_breaks": 0.9716369047619049
+        },
+        "combined_score": 0.9804966663673379,
+        "optimal_threshold": 0.9
+    }
+}

Training With Mixed Dataset/results/MIR1K_DJCM_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "DJCM",
+        "dataset_name": "MIR1K",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T06:53:25.130216+00:00",
+        "execution_time_seconds": 782.61
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.9832899141749102,
+            "recall": 0.8611351808145903,
+            "f1": 0.9181674445185256
+        },
+        "pitch_accuracy": {
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+            "cents_error": 19.72579242879989,
+            "rpa": 0.9682069411940447,
+            "rca": 0.9685554946970074,
+            "octave_error_rate": 0.005051951069727298,
+            "gross_error_rate": 0.009838337565768726,
+            "valid_frames": 481992
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+        "smoothness_metrics": {
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+        "combined_score": 0.9443512426108808,
+        "optimal_threshold": 0.6000000000000001
+    }
+}

Training With Mixed Dataset/results/MIR1K_RMVPE_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "RMVPE",
+        "dataset_name": "MIR1K",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T06:39:02.799501+00:00",
+        "execution_time_seconds": 512.11
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
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+            "recall": 0.8973284713524871,
+            "f1": 0.9422131174450595
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+        "pitch_accuracy": {
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+            "cents_error": 16.374922916542904,
+            "rpa": 0.9725913389746143,
+            "rca": 0.9730413140866102,
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+            "gross_error_rate": 0.006381284221005475,
+            "valid_frames": 502250
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+        "smoothness_metrics": {
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+            "continuity_breaks": 0.976168745925557
+        },
+        "combined_score": 0.9597984235258288,
+        "optimal_threshold": 0.8
+    }
+}

Training With Mixed Dataset/results/MIR1K_SwiftF0_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "SwiftF0",
+        "dataset_name": "MIR1K",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T09:03:30.558979+00:00",
+        "execution_time_seconds": 475.15
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
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+            "recall": 0.937663140479921,
+            "f1": 0.9555355686320205
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+        "pitch_accuracy": {
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+        "smoothness_metrics": {
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+        },
+        "combined_score": 0.9493043789341343,
+        "optimal_threshold": 0.9
+    }
+}

Training With Mixed Dataset/results/PTDBNoisy_DJCM_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "DJCM",
+        "dataset_name": "PTDBNoisy",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:30:56.982574+00:00",
+        "execution_time_seconds": 225.97
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
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+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
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+            "recall": 0.7005375692170891,
+            "f1": 0.7591432701151943
+        },
+        "pitch_accuracy": {
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+            "cents_error": 95.31680455405053,
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+            "rca": 0.8095141933994923,
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+            "gross_error_rate": 0.06747634433417955,
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+        },
+        "smoothness_metrics": {
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+        "combined_score": 0.7329929205200064,
+        "optimal_threshold": 0.5
+    }
+}

Training With Mixed Dataset/results/PTDBNoisy_RMVPE_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "RMVPE",
+        "dataset_name": "PTDBNoisy",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:25:58.851298+00:00",
+        "execution_time_seconds": 143.6
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.6809796967605265,
+            "recall": 0.5781900489066731,
+            "f1": 0.6253893655391006
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+        "pitch_accuracy": {
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+            "cents_error": 116.04125555361891,
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+            "gross_error_rate": 0.06791331702202028,
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+        "smoothness_metrics": {
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+            "continuity_breaks": 0.9427879588398543
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+        "combined_score": 0.6618407878716646,
+        "optimal_threshold": 0.6000000000000001
+    }
+}

Training With Mixed Dataset/results/PTDBNoisy_SwiftF0_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "SwiftF0",
+        "dataset_name": "PTDBNoisy",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T09:35:49.330035+00:00",
+        "execution_time_seconds": 114.94
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
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+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.7939900220443207,
+            "recall": 0.6915039812457056,
+            "f1": 0.739211683247459
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+        "pitch_accuracy": {
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+            "cents_error": 80.77345725072703,
+            "rpa": 0.8526463453838735,
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+            "gross_error_rate": 0.05377443960604378,
+            "valid_frames": 34217
+        },
+        "smoothness_metrics": {
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+            "continuity_breaks": 0.7711701259629766
+        },
+        "combined_score": 0.7569963032698516,
+        "optimal_threshold": 0.9
+    }
+}

Training With Mixed Dataset/results/PTDB_DJCM_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "DJCM",
+        "dataset_name": "PTDB",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:22:15.150712+00:00",
+        "execution_time_seconds": 3150.39
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.8985208597739346,
+            "recall": 0.9004775774537881,
+            "f1": 0.8994981544817311
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+        "pitch_accuracy": {
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+            "cents_error": 53.05202306422977,
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+            "rca": 0.8738098142233506,
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+        "smoothness_metrics": {
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+        "combined_score": 0.8628606450132019,
+        "optimal_threshold": 0.5
+    }
+}

Training With Mixed Dataset/results/PTDB_RMVPE_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "RMVPE",
+        "dataset_name": "PTDB",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T07:28:22.119210+00:00",
+        "execution_time_seconds": 2006.56
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
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+            "recall": 0.7197873275188753,
+            "f1": 0.7650421994442588
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+        "pitch_accuracy": {
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+            "gross_error_rate": 0.009195155447295992,
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+        },
+        "smoothness_metrics": {
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+            "continuity_breaks": 0.9673187531437764
+        },
+        "combined_score": 0.8605986452889337,
+        "optimal_threshold": 0.7000000000000001
+    }
+}

Training With Mixed Dataset/results/PTDB_SwiftF0_sr16k_hop160_snr10-30_gain-6-6_seed42.json

@@ -0,0 +1,43 @@
+{
+    "metadata": {
+        "algorithm_name": "SwiftF0",
+        "dataset_name": "PTDB",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T09:32:39.060467+00:00",
+        "execution_time_seconds": 1676.28
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.8595051361271753,
+            "recall": 0.8827074112644276,
+            "f1": 0.8709517731521248
+        },
+        "pitch_accuracy": {
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+            "cents_error": 27.25684125583582,
+            "rpa": 0.9245973713155097,
+            "rca": 0.9284331737770596,
+            "octave_error_rate": 0.007820612868141794,
+            "gross_error_rate": 0.011805423274733783,
+            "valid_frames": 650972
+        },
+        "smoothness_metrics": {
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+            "continuity_breaks": 0.7307847355480911
+        },
+        "combined_score": 0.9123995027247119,
+        "optimal_threshold": 0.9
+    }
+}

Training With Mixed Dataset/results/SpeechSynth_DJCM_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "DJCM",
+        "dataset_name": "SpeechSynth",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:52:00.966539+00:00",
+        "execution_time_seconds": 304.97
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.837945238672159,
+            "recall": 0.8362027275365123,
+            "f1": 0.8370730762713916
+        },
+        "pitch_accuracy": {
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+            "cents_error": 33.90223406070879,
+            "rpa": 0.8017465733618645,
+            "rca": 0.802151408247065,
+            "octave_error_rate": 0.0016771730958302007,
+            "gross_error_rate": 0.0031808455265745187,
+            "valid_frames": 17291
+        },
+        "smoothness_metrics": {
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+            "continuity_breaks": 0.8117525549032398
+        },
+        "combined_score": 0.8902532632727663,
+        "optimal_threshold": 0.6000000000000001
+    }
+}

Training With Mixed Dataset/results/SpeechSynth_RMVPE_sr16k_hop160_snr10-30_gain-6-6_seed42.json

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+{
+    "metadata": {
+        "algorithm_name": "RMVPE",
+        "dataset_name": "SpeechSynth",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:45:40.410835+00:00",
+        "execution_time_seconds": 275.48
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.8699555898822167,
+            "recall": 0.8715543089273624,
+            "f1": 0.8707542155868001
+        },
+        "pitch_accuracy": {
+            "rmse": 5.550796755159622,
+            "cents_error": 32.35756146049905,
+            "rpa": 0.8010209743646655,
+            "rca": 0.8010209743646655,
+            "octave_error_rate": 0.0002219509488403063,
+            "gross_error_rate": 0.0037176783930751305,
+            "valid_frames": 18022
+        },
+        "smoothness_metrics": {
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+            "continuity_breaks": 0.7018083641371313
+        },
+        "combined_score": 0.9045536925081291,
+        "optimal_threshold": 0.6000000000000001
+    }
+}

Training With Mixed Dataset/results/SpeechSynth_SwiftF0_sr16k_hop160_snr10-30_gain-6-6_seed42.json

@@ -0,0 +1,43 @@
+{
+    "metadata": {
+        "algorithm_name": "SwiftF0",
+        "dataset_name": "SpeechSynth",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T09:45:45.708101+00:00",
+        "execution_time_seconds": 273.75
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.7957286432160804,
+            "recall": 0.9189476738562724,
+            "f1": 0.8529108128731093
+        },
+        "pitch_accuracy": {
+            "rmse": 5.230897331841639,
+            "cents_error": 29.4226793241312,
+            "rpa": 0.838017050836754,
+            "rca": 0.838017050836754,
+            "octave_error_rate": 0.00036838227554994213,
+            "gross_error_rate": 0.001894537417113988,
+            "valid_frames": 19002
+        },
+        "smoothness_metrics": {
+            "relative_smoothness": 0.8613561059850603,
+            "continuity_breaks": 0.47523555845473653
+        },
+        "combined_score": 0.907437759674716,
+        "optimal_threshold": 0.9
+    }
+}

Training With Mixed Dataset/results/Vocadito_DJCM_sr16k_hop160_snr10-30_gain-6-6_seed42.json

@@ -0,0 +1,43 @@
+{
+    "metadata": {
+        "algorithm_name": "DJCM",
+        "dataset_name": "Vocadito",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:39:49.611660+00:00",
+        "execution_time_seconds": 58.08
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.9296414157094071,
+            "recall": 0.8986551122615497,
+            "f1": 0.9138856832206316
+        },
+        "pitch_accuracy": {
+            "rmse": 8.330877399204885,
+            "cents_error": 16.74128488445694,
+            "rpa": 0.957441035274473,
+            "rca": 0.9577749947818827,
+            "octave_error_rate": 0.0030056355666875393,
+            "gross_error_rate": 0.005322479649342517,
+            "valid_frames": 47910
+        },
+        "smoothness_metrics": {
+            "relative_smoothness": 4.31178607164076,
+            "continuity_breaks": 0.7110614185980959
+        },
+        "combined_score": 0.9487006017295365,
+        "optimal_threshold": 0.5
+    }
+}

Training With Mixed Dataset/results/Vocadito_RMVPE_sr16k_hop160_snr10-30_gain-6-6_seed42.json

@@ -0,0 +1,43 @@
+{
+    "metadata": {
+        "algorithm_name": "RMVPE",
+        "dataset_name": "Vocadito",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T08:37:38.723299+00:00",
+        "execution_time_seconds": 34.64
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.9617054875641532,
+            "recall": 0.9595408249395082,
+            "f1": 0.9606219367922934
+        },
+        "pitch_accuracy": {
+            "rmse": 6.843768019450916,
+            "cents_error": 12.639775639966883,
+            "rpa": 0.9772069747439206,
+            "rca": 0.9778325123152709,
+            "octave_error_rate": 0.002795371021972007,
+            "gross_error_rate": 0.004359214950347955,
+            "valid_frames": 51156
+        },
+        "smoothness_metrics": {
+            "relative_smoothness": 1.129077960650627,
+            "continuity_breaks": 0.6609074166755537
+        },
+        "combined_score": 0.9706704800499829,
+        "optimal_threshold": 0.7000000000000001
+    }
+}

Training With Mixed Dataset/results/Vocadito_SwiftF0_sr16k_hop160_snr10-30_gain-6-6_seed42.json

@@ -0,0 +1,43 @@
+{
+    "metadata": {
+        "algorithm_name": "SwiftF0",
+        "dataset_name": "Vocadito",
+        "seed": 42,
+        "timestamp_utc": "2025-09-20T09:39:59.812909+00:00",
+        "execution_time_seconds": 39.39
+    },
+    "parameters": {
+        "sample_rate": 16000,
+        "hop_size": 160,
+        "snr_range": [
+            10.0,
+            30.0
+        ],
+        "voice_gain_range": [
+            -6.0,
+            6.0
+        ]
+    },
+    "results": {
+        "voicing_detection": {
+            "precision": 0.9235118722955529,
+            "recall": 0.952769493369347,
+            "f1": 0.937912569819508
+        },
+        "pitch_accuracy": {
+            "rmse": 9.873827468340767,
+            "cents_error": 21.766317671126714,
+            "rpa": 0.92713849788365,
+            "rca": 0.9278275420809134,
+            "octave_error_rate": 0.0030514814450241165,
+            "gross_error_rate": 0.005335170784526036,
+            "valid_frames": 50795
+        },
+        "smoothness_metrics": {
+            "relative_smoothness": 1.29472430667963,
+            "continuity_breaks": 0.5422515277945902
+        },
+        "combined_score": 0.9503450251143354,
+        "optimal_threshold": 0.9
+    }
+}