File size: 5,829 Bytes
289e17d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
51ae9e4
289e17d
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
{
  "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
      }
    }
  }
}