ultrafauna / evaluation /external_baselines.json
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Replace Ultrafauna with local bat/rodent call detector
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{
"scope": "Matched previously inspected development recordings; not a fresh final test.",
"models": {
"batty": {
"name": "BattyBirdNET EU",
"threshold": 0.521313488483429,
"score": "presence_score",
"calibration": "maximum D1 balanced accuracy; highest threshold on exact ties",
"calibration_dataset": "225 SoundClass D1 clips, separate from scored D2 clips",
"artifact": "BattyBirdNET-EU-256kHz",
"weight_sha256": "cb068eec289541bbc2dbb8c4f2c3c003f11a7905c03382493fb675c2e3ec7957",
"backbone_sha256": "55f3e4055b1a13bfa9a2452731d0d34f6a02d6b775a334362665892794165e4c",
"upstream": "https://github.com/rdz-oss/BattyBirdNET-Analyzer",
"inference_configuration": {
"sample_rate": 256000,
"window_s": 0.5625,
"overlap_s": 0.0,
"sensitivity": 1.0,
"pad_rule": "official Gaussian amplitude .5; RNG seed42 reset for each clip",
"score_rule": "maximum sigmoid logit for each label over all windows",
"location_filter": false
},
"frozen_calibration_sha256": "47eede82d15cfe4a34bc7baf66d1e51392d5cbfc702ff1b16ea36d5f725ba71e",
"model_metadata_sha256": "d3adfcf9cbcb7046547d8342af8790b1ce7117106ea28584e9df424f7a54bad7"
},
"batdetect2": {
"name": "BatDetect2 1.3.1",
"threshold": 0.4111495316028595,
"score": "presence_score",
"calibration": "maximum D1 balanced accuracy; highest threshold on exact ties",
"calibration_dataset": "225 SoundClass D1 clips, separate from scored D2 clips",
"artifact": "BatDetect2-UK-default",
"weight_sha256": "c4e399122bb8d99b0ff635b73944709fdaf4fb3f2a69e7b558e6a25ae7e26356",
"backbone_sha256": null,
"upstream": "https://github.com/macaodha/batdetect2",
"inference_configuration": {
"package_version": "1.3.1",
"sample_rate": 256000,
"window_s": 3,
"detection_floor": 1e-06,
"scale_raw_audio": false,
"score_rule": "max detection for presence; max joint class probability for each species (official softmax includes background)"
},
"frozen_calibration_sha256": "7c91def32a6c0d4962dd2ff46b36ceddd83f7267731fae5e9775fd6f2d3917dc",
"model_metadata_sha256": "fc21b6a5b675b1e19dacf4a129c62bebc09b88637f45dcfb239f7bdac7f86f5c"
},
"batdetect2_beta": {
"name": "BatDetect2 2.0.0b3",
"threshold": 0.4518626630306244,
"score": "presence_score",
"calibration": "maximum D1 balanced accuracy; highest threshold on exact ties",
"calibration_dataset": "225 SoundClass D1 clips, separate from scored D2 clips",
"artifact": "BatDetect2-2.0.0b3-refreshed",
"weight_sha256": "52e3f329a046e434d16751005b252b4fd1b142b8b63a4edc2740aeb81f48adcf",
"backbone_sha256": null,
"upstream": "https://github.com/macaodha/batdetect2",
"inference_configuration": {
"package_version": "2.0.0b3",
"sample_rate": 256000,
"window_s": 3,
"detection_floor": 1e-06,
"scale_raw_audio": false,
"score_rule": "max detection for presence; max joint class probability for species"
},
"frozen_calibration_sha256": "01b434b3ef81264041ef355a98b3de3e70d1eed443f1b382f271f2b0e10cb33c",
"model_metadata_sha256": "a2c4beb119848d12be17272c740933e8abb5a6717dab2928a657e99c96e0c819"
}
},
"metrics": {
"batty": {
"soundclass_D2": {
"n": 225,
"bat_n": 75,
"nonbat_n": 150,
"TP": 66,
"FP": 37,
"TN": 113,
"FN": 9,
"recall": 0.88,
"FPR": 0.24666666666666667,
"AUROC": 0.9152888888888889
},
"batspot": {
"n": 404,
"bat_n": 221,
"nonbat_n": 183,
"TP": 184,
"FP": 48,
"TN": 135,
"FN": 37,
"recall": 0.832579185520362,
"FPR": 0.26229508196721313,
"AUROC": 0.8786687436639221
},
"mouse_manual": {
"n": 33,
"bat_n": 0,
"nonbat_n": 33,
"TP": 0,
"FP": 21,
"TN": 12,
"FN": 0,
"recall": null,
"FPR": 0.6363636363636364,
"AUROC": null
}
},
"batdetect2": {
"soundclass_D2": {
"n": 225,
"bat_n": 75,
"nonbat_n": 150,
"TP": 75,
"FP": 4,
"TN": 146,
"FN": 0,
"recall": 1.0,
"FPR": 0.02666666666666667,
"AUROC": 1.0
},
"batspot": {
"n": 404,
"bat_n": 221,
"nonbat_n": 183,
"TP": 215,
"FP": 16,
"TN": 167,
"FN": 6,
"recall": 0.9728506787330317,
"FPR": 0.08743169398907104,
"AUROC": 0.9866231486289345
},
"mouse_manual": {
"n": 33,
"bat_n": 0,
"nonbat_n": 33,
"TP": 0,
"FP": 23,
"TN": 10,
"FN": 0,
"recall": null,
"FPR": 0.696969696969697,
"AUROC": null
}
},
"batdetect2_beta": {
"soundclass_D2": {
"n": 225,
"bat_n": 75,
"nonbat_n": 150,
"TP": 74,
"FP": 5,
"TN": 145,
"FN": 1,
"recall": 0.9866666666666667,
"FPR": 0.03333333333333333,
"AUROC": 0.9957333333333332
},
"batspot": {
"n": 404,
"bat_n": 221,
"nonbat_n": 183,
"TP": 214,
"FP": 18,
"TN": 165,
"FN": 7,
"recall": 0.9683257918552036,
"FPR": 0.09836065573770492,
"AUROC": 0.9893924783027965
},
"mouse_manual": {
"n": 33,
"bat_n": 0,
"nonbat_n": 33,
"TP": 0,
"FP": 25,
"TN": 8,
"FN": 0,
"recall": null,
"FPR": 0.7575757575757576,
"AUROC": null
}
}
}
}