CRASAR-U-DROIDs-sUAS-BDA_ResNet101_DeepLabv3Plus / sUAS_BDA_Deeplab_resnet_adj_metrics.json
priyankari's picture
Rename BDA_Deeplab_resnet_adj_metrics.json to sUAS_BDA_Deeplab_resnet_adj_metrics.json
a284d72 verified
Invalid JSON: Unexpected token 'N', ..."bscured": NaN "... is not valid JSON
{
"model_name": [
"BDA_Deeplabv3plus_ResNet101_CCE"
],
"global_metrics": {
"samples": {
"total": 4092,
"actual_class_counts": {
"no damage": 1739,
"minor damage": 1031,
"major damage": 697,
"destroyed": 488,
"un-classified": 137,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 1819,
"minor damage": 843,
"major damage": 401,
"destroyed": 663,
"un-classified": 366,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.7167291436847261,
"minor damage": 0.6266948823015897,
"major damage": 0.6281390806376095,
"destroyed": 0.7618285082388834,
"un-classified": 0.6481503480196756
}
},
"F1": {
"class_level": {
"no damage": 0.6807195053400787,
"minor damage": 0.40768409818569906,
"major damage": 0.29326047358834245,
"destroyed": 0.6429192006950478,
"un-classified": 0.441351888667992,
"obscured": NaN
},
"macro": 0.4931870332954321,
"micro": 0.5461876832844574
},
"Accuracy": {
"class_level": {
"no damage": 0.7223851417399805,
"minor damage": 0.7287390029325513,
"major damage": 0.8103616813294232,
"destroyed": 0.8995601173020528,
"un-classified": 0.9313294232649071,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.6963772282921219,
"minor damage": 0.3705140640155189,
"major damage": 0.2309899569583931,
"destroyed": 0.7581967213114754,
"un-classified": 0.8102189781021898,
"obscured": NaN
},
"macro": 0.4763476553567063,
"micro": 0.5461876832844574
},
"Recall": {
"class_level": {
"no damage": 0.6657504123144585,
"minor damage": 0.4531435349940688,
"major damage": 0.4014962593516209,
"destroyed": 0.5580693815987934,
"un-classified": 0.30327868852459017,
"obscured": NaN
},
"macro": 0.5732593897359398,
"micro": 0.5461876832844574
},
"Confusion_Matrix": {
"matrix": [
[
1211,
272,
76,
28,
152,
0
],
[
443,
382,
90,
58,
58,
0
],
[
147,
156,
161,
203,
30,
0
],
[
9,
26,
68,
370,
15,
0
],
[
9,
7,
6,
4,
111,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"per_mapper_metrics": {
"Pix4d React": {
"samples": {
"total": 4092,
"actual_class_counts": {
"no damage": 1739,
"minor damage": 1031,
"major damage": 697,
"destroyed": 488,
"un-classified": 137,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 1819,
"minor damage": 843,
"major damage": 401,
"destroyed": 663,
"un-classified": 366,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.7167291436847261,
"minor damage": 0.6266948823015897,
"major damage": 0.6281390806376095,
"destroyed": 0.7618285082388834,
"un-classified": 0.6481503480196756
}
},
"F1": {
"class_level": {
"no damage": 0.6807195053400787,
"minor damage": 0.40768409818569906,
"major damage": 0.29326047358834245,
"destroyed": 0.6429192006950478,
"un-classified": 0.441351888667992,
"obscured": NaN
},
"macro": 0.4931870332954321,
"micro": 0.5461876832844574
},
"Accuracy": {
"class_level": {
"no damage": 0.7223851417399805,
"minor damage": 0.7287390029325513,
"major damage": 0.8103616813294232,
"destroyed": 0.8995601173020528,
"un-classified": 0.9313294232649071,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.6963772282921219,
"minor damage": 0.3705140640155189,
"major damage": 0.2309899569583931,
"destroyed": 0.7581967213114754,
"un-classified": 0.8102189781021898,
"obscured": NaN
},
"macro": 0.4763476553567063,
"micro": 0.5461876832844574
},
"Recall": {
"class_level": {
"no damage": 0.6657504123144585,
"minor damage": 0.4531435349940688,
"major damage": 0.4014962593516209,
"destroyed": 0.5580693815987934,
"un-classified": 0.30327868852459017,
"obscured": NaN
},
"macro": 0.5732593897359398,
"micro": 0.5461876832844574
},
"Confusion_Matrix": {
"matrix": [
[
1211,
272,
76,
28,
152,
0
],
[
443,
382,
90,
58,
58,
0
],
[
147,
156,
161,
203,
30,
0
],
[
9,
26,
68,
370,
15,
0
],
[
9,
7,
6,
4,
111,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
}
},
"per_ortho_metrics": {
"20211215-Russelville-Middle.geo.tif": {
"samples": {
"total": 177,
"actual_class_counts": {
"no damage": 55,
"minor damage": 62,
"major damage": 45,
"destroyed": 10,
"un-classified": 5,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 109,
"minor damage": 19,
"major damage": 13,
"destroyed": 17,
"un-classified": 19,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.632892606583918,
"minor damage": 0.451199200532978,
"major damage": 0.8194183864915573,
"destroyed": 0.6965073529411764,
"un-classified": 0.631578947368421
}
},
"F1": {
"class_level": {
"no damage": 0.5487804878048781,
"minor damage": 0.12345679012345678,
"major damage": 0.3793103448275862,
"destroyed": 0.5185185185185185,
"un-classified": 0.4166666666666667,
"obscured": NaN
},
"macro": 0.39734656158822124,
"micro": 0.4124293785310734
},
"Accuracy": {
"class_level": {
"no damage": 0.5819209039548022,
"minor damage": 0.5988700564971752,
"major damage": 0.7966101694915254,
"destroyed": 0.9265536723163842,
"un-classified": 0.9209039548022598,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8181818181818182,
"minor damage": 0.08064516129032258,
"major damage": 0.24444444444444444,
"destroyed": 0.7,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.43941567564142614,
"micro": 0.4124293785310734
},
"Recall": {
"class_level": {
"no damage": 0.41284403669724773,
"minor damage": 0.2631578947368421,
"major damage": 0.8461538461538461,
"destroyed": 0.4117647058823529,
"un-classified": 0.2631578947368421,
"obscured": NaN
},
"macro": 0.568654284783317,
"micro": 0.4124293785310734
},
"Confusion_Matrix": {
"matrix": [
[
45,
2,
0,
0,
8,
0
],
[
54,
5,
1,
0,
2,
0
],
[
10,
11,
11,
10,
3,
0
],
[
0,
1,
1,
7,
1,
0
],
[
0,
0,
0,
0,
5,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"05-08-2020-MussettBayouFire-SouthOf98-LakeParkCove.geo.tif": {
"samples": {
"total": 16,
"actual_class_counts": {
"no damage": 10,
"minor damage": 1,
"major damage": 0,
"destroyed": 4,
"un-classified": 1,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 10,
"minor damage": 0,
"major damage": 0,
"destroyed": 4,
"un-classified": 2,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.8666666666666666,
"destroyed": 1.0,
"un-classified": 0.75
}
},
"F1": {
"class_level": {
"no damage": 0.9,
"minor damage": 0.0,
"major damage": NaN,
"destroyed": 1.0,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.6416666666666666,
"micro": 0.875
},
"Accuracy": {
"class_level": {
"no damage": 0.875,
"minor damage": 0.9375,
"major damage": 1.0,
"destroyed": 1.0,
"un-classified": 0.9375,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.9,
"minor damage": 0.0,
"major damage": NaN,
"destroyed": 1.0,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.7999999999999999,
"micro": 0.875
},
"Recall": {
"class_level": {
"no damage": 0.9,
"minor damage": NaN,
"major damage": NaN,
"destroyed": 1.0,
"un-classified": 0.5,
"obscured": NaN
},
"macro": 0.725,
"micro": 0.875
},
"Confusion_Matrix": {
"matrix": [
[
9,
0,
0,
0,
1,
0
],
[
1,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
4,
0,
0
],
[
0,
0,
0,
0,
1,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"20230831-Jena-SteinhatcheeRiverSouth.geo.tif": {
"samples": {
"total": 159,
"actual_class_counts": {
"no damage": 128,
"minor damage": 11,
"major damage": 3,
"destroyed": 1,
"un-classified": 16,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 132,
"minor damage": 3,
"major damage": 2,
"destroyed": 0,
"un-classified": 22,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.7840909090909092,
"minor damage": 0.46474358974358976,
"major damage": 0.49044585987261147,
"un-classified": 0.8108825481088254
}
},
"F1": {
"class_level": {
"no damage": 0.9153846153846154,
"minor damage": 0.0,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.7368421052631579,
"obscured": NaN
},
"macro": 0.3304453441295546,
"micro": 0.8364779874213837
},
"Accuracy": {
"class_level": {
"no damage": 0.8616352201257862,
"minor damage": 0.9119496855345912,
"major damage": 0.9685534591194969,
"destroyed": 0.9937106918238994,
"un-classified": 0.9371069182389937,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.9296875,
"minor damage": 0.0,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.875,
"obscured": NaN
},
"macro": 0.38446969696969696,
"micro": 0.8364779874213837
},
"Recall": {
"class_level": {
"no damage": 0.9015151515151515,
"minor damage": 0.0,
"major damage": 0.0,
"destroyed": NaN,
"un-classified": 0.6363636363636364,
"obscured": NaN
},
"macro": 0.3609375,
"micro": 0.8364779874213837
},
"Confusion_Matrix": {
"matrix": [
[
119,
0,
2,
0,
7,
0
],
[
11,
0,
0,
0,
0,
0
],
[
2,
1,
0,
0,
0,
0
],
[
0,
0,
0,
0,
1,
0
],
[
0,
2,
0,
0,
14,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"05-08-2020-MussettBayouFire-01.geo.tif": {
"samples": {
"total": 16,
"actual_class_counts": {
"no damage": 11,
"minor damage": 1,
"major damage": 0,
"destroyed": 2,
"un-classified": 2,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 11,
"minor damage": 0,
"major damage": 1,
"destroyed": 1,
"un-classified": 3,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.8545454545454546,
"major damage": 0.5,
"destroyed": 0.9666666666666667,
"un-classified": 0.8333333333333333
}
},
"F1": {
"class_level": {
"no damage": 0.9090909090909091,
"minor damage": 0.0,
"major damage": 0.0,
"destroyed": 0.6666666666666666,
"un-classified": 0.8,
"obscured": NaN
},
"macro": 0.4751515151515152,
"micro": 0.8125
},
"Accuracy": {
"class_level": {
"no damage": 0.875,
"minor damage": 0.9375,
"major damage": 0.9375,
"destroyed": 0.9375,
"un-classified": 0.9375,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.9090909090909091,
"minor damage": 0.0,
"major damage": NaN,
"destroyed": 0.5,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.6439393939393939,
"micro": 0.8125
},
"Recall": {
"class_level": {
"no damage": 0.9090909090909091,
"minor damage": NaN,
"major damage": 0.0,
"destroyed": 1.0,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.6022727272727273,
"micro": 0.8125
},
"Confusion_Matrix": {
"matrix": [
[
10,
0,
0,
0,
1,
0
],
[
1,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
1,
1,
0,
0
],
[
0,
0,
0,
0,
2,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"05-08-2020-MussettBayouFire-SouthOf98-DelbertLn.geo.tif": {
"samples": {
"total": 37,
"actual_class_counts": {
"no damage": 18,
"minor damage": 2,
"major damage": 0,
"destroyed": 17,
"un-classified": 0,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 16,
"minor damage": 2,
"major damage": 5,
"destroyed": 14,
"un-classified": 0,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.8973214285714286,
"minor damage": 0.7357142857142857,
"major damage": 0.5,
"destroyed": 0.9347826086956521
}
},
"F1": {
"class_level": {
"no damage": 0.8823529411764706,
"minor damage": 0.5,
"major damage": 0.0,
"destroyed": 0.9032258064516129,
"un-classified": NaN,
"obscured": NaN
},
"macro": 0.5713946869070209,
"micro": 0.8108108108108109
},
"Accuracy": {
"class_level": {
"no damage": 0.8918918918918919,
"minor damage": 0.9459459459459459,
"major damage": 0.8648648648648649,
"destroyed": 0.918918918918919,
"un-classified": 1.0,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8333333333333334,
"minor damage": 0.5,
"major damage": NaN,
"destroyed": 0.8235294117647058,
"un-classified": NaN,
"obscured": NaN
},
"macro": 0.609375,
"micro": 0.8108108108108109
},
"Recall": {
"class_level": {
"no damage": 0.9375,
"minor damage": 0.5,
"major damage": 0.0,
"destroyed": 1.0,
"un-classified": NaN,
"obscured": NaN
},
"macro": 0.7189542483660131,
"micro": 0.8108108108108109
},
"Confusion_Matrix": {
"matrix": [
[
15,
1,
2,
0,
0,
0
],
[
1,
1,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
3,
14,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"10142018-MexicoBeach.geo.tif": {
"samples": {
"total": 635,
"actual_class_counts": {
"no damage": 107,
"minor damage": 249,
"major damage": 186,
"destroyed": 83,
"un-classified": 10,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 265,
"minor damage": 127,
"major damage": 129,
"destroyed": 80,
"un-classified": 34,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6274094849566547,
"minor damage": 0.6289370078740157,
"major damage": 0.6566933235285106,
"destroyed": 0.8042229729729731,
"un-classified": 0.6159831653127141
}
},
"F1": {
"class_level": {
"no damage": 0.45161290322580644,
"minor damage": 0.40425531914893614,
"major damage": 0.4444444444444444,
"destroyed": 0.6503067484662577,
"un-classified": 0.36363636363636365,
"obscured": NaN
},
"macro": 0.4628511557843617,
"micro": 0.4582677165354331
},
"Accuracy": {
"class_level": {
"no damage": 0.6787401574803149,
"minor damage": 0.647244094488189,
"major damage": 0.7244094488188977,
"destroyed": 0.9102362204724409,
"un-classified": 0.9559055118110236,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.7850467289719626,
"minor damage": 0.30522088353413657,
"major damage": 0.3763440860215054,
"destroyed": 0.6385542168674698,
"un-classified": 0.8,
"obscured": NaN
},
"macro": 0.47116722109753056,
"micro": 0.4582677165354331
},
"Recall": {
"class_level": {
"no damage": 0.3169811320754717,
"minor damage": 0.5984251968503937,
"major damage": 0.5426356589147286,
"destroyed": 0.6625,
"un-classified": 0.23529411764705882,
"obscured": NaN
},
"macro": 0.581033183079015,
"micro": 0.4582677165354331
},
"Confusion_Matrix": {
"matrix": [
[
84,
8,
7,
1,
7,
0
],
[
130,
76,
29,
6,
8,
0
],
[
50,
36,
70,
20,
10,
0
],
[
1,
6,
22,
53,
1,
0
],
[
0,
1,
1,
0,
8,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"10132018-MexicoBeach.geo.tif": {
"samples": {
"total": 510,
"actual_class_counts": {
"no damage": 54,
"minor damage": 119,
"major damage": 120,
"destroyed": 206,
"un-classified": 11,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 93,
"minor damage": 105,
"major damage": 66,
"destroyed": 205,
"un-classified": 41,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6851164229906398,
"minor damage": 0.6649029982363316,
"major damage": 0.5389025389025388,
"destroyed": 0.7618152738904438,
"un-classified": 0.5678402413021998
}
},
"F1": {
"class_level": {
"no damage": 0.5170068027210885,
"minor damage": 0.4642857142857143,
"major damage": 0.21505376344086022,
"destroyed": 0.7153284671532847,
"un-classified": 0.23076923076923078,
"obscured": NaN
},
"macro": 0.42848879567403575,
"micro": 0.515686274509804
},
"Accuracy": {
"class_level": {
"no damage": 0.8607843137254902,
"minor damage": 0.7647058823529411,
"major damage": 0.7137254901960784,
"destroyed": 0.7705882352941177,
"un-classified": 0.9215686274509803,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.7037037037037037,
"minor damage": 0.4369747899159664,
"major damage": 0.16666666666666666,
"destroyed": 0.7135922330097088,
"un-classified": 0.5454545454545454,
"obscured": NaN
},
"macro": 0.4140570365904749,
"micro": 0.515686274509804
},
"Recall": {
"class_level": {
"no damage": 0.40860215053763443,
"minor damage": 0.49523809523809526,
"major damage": 0.30303030303030304,
"destroyed": 0.7170731707317073,
"un-classified": 0.14634146341463414,
"obscured": NaN
},
"macro": 0.5132783877501181,
"micro": 0.515686274509804
},
"Confusion_Matrix": {
"matrix": [
[
38,
9,
5,
1,
1,
0
],
[
29,
52,
7,
16,
15,
0
],
[
19,
33,
20,
40,
8,
0
],
[
7,
11,
30,
147,
11,
0
],
[
0,
0,
4,
1,
6,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"05-08-2020-MussettBayouFire-NorthOf98.geo.tif": {
"samples": {
"total": 21,
"actual_class_counts": {
"no damage": 20,
"minor damage": 0,
"major damage": 0,
"destroyed": 0,
"un-classified": 1,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 20,
"minor damage": 0,
"major damage": 0,
"destroyed": 0,
"un-classified": 1,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 1.0,
"un-classified": 1.0
}
},
"F1": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Accuracy": {
"class_level": {
"no damage": 1.0,
"minor damage": 1.0,
"major damage": 1.0,
"destroyed": 1.0,
"un-classified": 1.0,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Recall": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Confusion_Matrix": {
"matrix": [
[
20,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
1,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"20211213-Candle-Factory-AO.geo.tif": {
"samples": {
"total": 187,
"actual_class_counts": {
"no damage": 105,
"minor damage": 25,
"major damage": 33,
"destroyed": 17,
"un-classified": 7,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 79,
"minor damage": 33,
"major damage": 19,
"destroyed": 35,
"un-classified": 21,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.770042194092827,
"minor damage": 0.6028138528138528,
"major damage": 0.6361215538847117,
"destroyed": 0.6901315789473683,
"un-classified": 0.6666666666666666
}
},
"F1": {
"class_level": {
"no damage": 0.75,
"minor damage": 0.3448275862068966,
"major damage": 0.3076923076923077,
"destroyed": 0.5384615384615384,
"un-classified": 0.5,
"obscured": NaN
},
"macro": 0.4881962864721485,
"micro": 0.5775401069518716
},
"Accuracy": {
"class_level": {
"no damage": 0.7540106951871658,
"minor damage": 0.7967914438502673,
"major damage": 0.8074866310160428,
"destroyed": 0.8716577540106952,
"un-classified": 0.9251336898395722,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.6571428571428571,
"minor damage": 0.4,
"major damage": 0.24242424242424243,
"destroyed": 0.8235294117647058,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.4661667978923142,
"micro": 0.5775401069518716
},
"Recall": {
"class_level": {
"no damage": 0.8734177215189873,
"minor damage": 0.30303030303030304,
"major damage": 0.42105263157894735,
"destroyed": 0.4,
"un-classified": 0.3333333333333333,
"obscured": NaN
},
"macro": 0.6246193022663611,
"micro": 0.5775401069518716
},
"Confusion_Matrix": {
"matrix": [
[
69,
18,
6,
2,
10,
0
],
[
7,
10,
3,
3,
2,
0
],
[
3,
4,
8,
16,
2,
0
],
[
0,
1,
2,
14,
0,
0
],
[
0,
0,
0,
0,
7,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"05-08-2020-MussettBayouFire-SouthOf98-AnchorLakeDr.geo.tif": {
"samples": {
"total": 39,
"actual_class_counts": {
"no damage": 15,
"minor damage": 3,
"major damage": 1,
"destroyed": 16,
"un-classified": 4,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 8,
"minor damage": 9,
"major damage": 3,
"destroyed": 17,
"un-classified": 2,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.7298387096774194,
"minor damage": 0.5944444444444444,
"major damage": 0.4861111111111111,
"destroyed": 0.8663101604278075,
"un-classified": 0.972972972972973
}
},
"F1": {
"class_level": {
"no damage": 0.5217391304347826,
"minor damage": 0.3333333333333333,
"major damage": 0.0,
"destroyed": 0.8484848484848485,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.47404479578392617,
"micro": 0.6153846153846154
},
"Accuracy": {
"class_level": {
"no damage": 0.717948717948718,
"minor damage": 0.7948717948717948,
"major damage": 0.8974358974358975,
"destroyed": 0.8717948717948718,
"un-classified": 0.9487179487179487,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.4,
"minor damage": 0.6666666666666666,
"major damage": 0.0,
"destroyed": 0.875,
"un-classified": 0.5,
"obscured": NaN
},
"macro": 0.5591503267973856,
"micro": 0.6153846153846154
},
"Recall": {
"class_level": {
"no damage": 0.75,
"minor damage": 0.2222222222222222,
"major damage": 0.0,
"destroyed": 0.8235294117647058,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.4883333333333333,
"micro": 0.6153846153846154
},
"Confusion_Matrix": {
"matrix": [
[
6,
7,
1,
1,
0,
0
],
[
1,
2,
0,
0,
0,
0
],
[
0,
0,
0,
1,
0,
0
],
[
0,
0,
2,
14,
0,
0
],
[
1,
0,
0,
1,
2,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"20211214-Mayfield.geo.tif": {
"samples": {
"total": 1672,
"actual_class_counts": {
"no damage": 697,
"minor damage": 520,
"major damage": 285,
"destroyed": 131,
"un-classified": 39,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 565,
"minor damage": 532,
"major damage": 162,
"destroyed": 290,
"un-classified": 123,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6476581048996329,
"minor damage": 0.5958646616541353,
"major damage": 0.5833415092796992,
"destroyed": 0.6945730824891461,
"un-classified": 0.6234339489941059
}
},
"F1": {
"class_level": {
"no damage": 0.5483359746434231,
"minor damage": 0.4467680608365019,
"major damage": 0.232662192393736,
"destroyed": 0.5510688836104513,
"un-classified": 0.38271604938271603,
"obscured": NaN
},
"macro": 0.4323102321733656,
"micro": 0.4665071770334928
},
"Accuracy": {
"class_level": {
"no damage": 0.6590909090909091,
"minor damage": 0.6519138755980861,
"major damage": 0.7948564593301436,
"destroyed": 0.8869617224880383,
"un-classified": 0.9401913875598086,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.4964131994261119,
"minor damage": 0.4519230769230769,
"major damage": 0.1824561403508772,
"destroyed": 0.8854961832061069,
"un-classified": 0.7948717948717948,
"obscured": NaN
},
"macro": 0.405427775697087,
"micro": 0.4665071770334928
},
"Recall": {
"class_level": {
"no damage": 0.6123893805309735,
"minor damage": 0.4417293233082707,
"major damage": 0.32098765432098764,
"destroyed": 0.4,
"un-classified": 0.25203252032520324,
"obscured": NaN
},
"macro": 0.5622320789555936,
"micro": 0.4665071770334928
},
"Confusion_Matrix": {
"matrix": [
[
346,
216,
52,
23,
60,
0
],
[
175,
235,
50,
33,
27,
0
],
[
42,
71,
52,
116,
4,
0
],
[
1,
6,
7,
116,
1,
0
],
[
1,
4,
1,
2,
31,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"20230830-SteinhatcheeRiver.geo.tif": {
"samples": {
"total": 623,
"actual_class_counts": {
"no damage": 519,
"minor damage": 38,
"major damage": 24,
"destroyed": 1,
"un-classified": 41,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 511,
"minor damage": 13,
"major damage": 1,
"destroyed": 0,
"un-classified": 98,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.632277397260274,
"minor damage": 0.5081336696090794,
"major damage": 0.48070739549839225,
"un-classified": 0.6668027210884353
}
},
"F1": {
"class_level": {
"no damage": 0.8737864077669902,
"minor damage": 0.0392156862745098,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.4892086330935252,
"obscured": NaN
},
"macro": 0.2804421454270051,
"micro": 0.7784911717495987
},
"Accuracy": {
"class_level": {
"no damage": 0.7913322632423756,
"minor damage": 0.9213483146067416,
"major damage": 0.9598715890850722,
"destroyed": 0.9983948635634029,
"un-classified": 0.8860353130016051,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8670520231213873,
"minor damage": 0.02631578947368421,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.8292682926829268,
"obscured": NaN
},
"macro": 0.32612201888131437,
"micro": 0.7784911717495987
},
"Recall": {
"class_level": {
"no damage": 0.8806262230919765,
"minor damage": 0.07692307692307693,
"major damage": 0.0,
"destroyed": NaN,
"un-classified": 0.3469387755102041,
"obscured": NaN
},
"macro": 0.3445272210555997,
"micro": 0.7784911717495987
},
"Confusion_Matrix": {
"matrix": [
[
450,
11,
1,
0,
57,
0
],
[
33,
1,
0,
0,
4,
0
],
[
21,
0,
0,
0,
3,
0
],
[
0,
1,
0,
0,
0,
0
],
[
7,
0,
0,
0,
34,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
}
},
"per_gsd_metrics": {
"1.946466": {
"samples": {
"total": 635,
"actual_class_counts": {
"no damage": 107,
"minor damage": 249,
"major damage": 186,
"destroyed": 83,
"un-classified": 10,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 265,
"minor damage": 127,
"major damage": 129,
"destroyed": 80,
"un-classified": 34,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6274094849566547,
"minor damage": 0.6289370078740157,
"major damage": 0.6566933235285106,
"destroyed": 0.8042229729729731,
"un-classified": 0.6159831653127141
}
},
"F1": {
"class_level": {
"no damage": 0.45161290322580644,
"minor damage": 0.40425531914893614,
"major damage": 0.4444444444444444,
"destroyed": 0.6503067484662577,
"un-classified": 0.36363636363636365,
"obscured": NaN
},
"macro": 0.4628511557843617,
"micro": 0.4582677165354331
},
"Accuracy": {
"class_level": {
"no damage": 0.6787401574803149,
"minor damage": 0.647244094488189,
"major damage": 0.7244094488188977,
"destroyed": 0.9102362204724409,
"un-classified": 0.9559055118110236,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.7850467289719626,
"minor damage": 0.30522088353413657,
"major damage": 0.3763440860215054,
"destroyed": 0.6385542168674698,
"un-classified": 0.8,
"obscured": NaN
},
"macro": 0.47116722109753056,
"micro": 0.4582677165354331
},
"Recall": {
"class_level": {
"no damage": 0.3169811320754717,
"minor damage": 0.5984251968503937,
"major damage": 0.5426356589147286,
"destroyed": 0.6625,
"un-classified": 0.23529411764705882,
"obscured": NaN
},
"macro": 0.581033183079015,
"micro": 0.4582677165354331
},
"Confusion_Matrix": {
"matrix": [
[
84,
8,
7,
1,
7,
0
],
[
130,
76,
29,
6,
8,
0
],
[
50,
36,
70,
20,
10,
0
],
[
1,
6,
22,
53,
1,
0
],
[
0,
1,
1,
0,
8,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"2.042949": {
"samples": {
"total": 16,
"actual_class_counts": {
"no damage": 10,
"minor damage": 1,
"major damage": 0,
"destroyed": 4,
"un-classified": 1,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 10,
"minor damage": 0,
"major damage": 0,
"destroyed": 4,
"un-classified": 2,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.8666666666666666,
"destroyed": 1.0,
"un-classified": 0.75
}
},
"F1": {
"class_level": {
"no damage": 0.9,
"minor damage": 0.0,
"major damage": NaN,
"destroyed": 1.0,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.6416666666666666,
"micro": 0.875
},
"Accuracy": {
"class_level": {
"no damage": 0.875,
"minor damage": 0.9375,
"major damage": 1.0,
"destroyed": 1.0,
"un-classified": 0.9375,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.9,
"minor damage": 0.0,
"major damage": NaN,
"destroyed": 1.0,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.7999999999999999,
"micro": 0.875
},
"Recall": {
"class_level": {
"no damage": 0.9,
"minor damage": NaN,
"major damage": NaN,
"destroyed": 1.0,
"un-classified": 0.5,
"obscured": NaN
},
"macro": 0.725,
"micro": 0.875
},
"Confusion_Matrix": {
"matrix": [
[
9,
0,
0,
0,
1,
0
],
[
1,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
4,
0,
0
],
[
0,
0,
0,
0,
1,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"3.110499": {
"samples": {
"total": 1672,
"actual_class_counts": {
"no damage": 697,
"minor damage": 520,
"major damage": 285,
"destroyed": 131,
"un-classified": 39,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 565,
"minor damage": 532,
"major damage": 162,
"destroyed": 290,
"un-classified": 123,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6476581048996329,
"minor damage": 0.5958646616541353,
"major damage": 0.5833415092796992,
"destroyed": 0.6945730824891461,
"un-classified": 0.6234339489941059
}
},
"F1": {
"class_level": {
"no damage": 0.5483359746434231,
"minor damage": 0.4467680608365019,
"major damage": 0.232662192393736,
"destroyed": 0.5510688836104513,
"un-classified": 0.38271604938271603,
"obscured": NaN
},
"macro": 0.4323102321733656,
"micro": 0.4665071770334928
},
"Accuracy": {
"class_level": {
"no damage": 0.6590909090909091,
"minor damage": 0.6519138755980861,
"major damage": 0.7948564593301436,
"destroyed": 0.8869617224880383,
"un-classified": 0.9401913875598086,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.4964131994261119,
"minor damage": 0.4519230769230769,
"major damage": 0.1824561403508772,
"destroyed": 0.8854961832061069,
"un-classified": 0.7948717948717948,
"obscured": NaN
},
"macro": 0.405427775697087,
"micro": 0.4665071770334928
},
"Recall": {
"class_level": {
"no damage": 0.6123893805309735,
"minor damage": 0.4417293233082707,
"major damage": 0.32098765432098764,
"destroyed": 0.4,
"un-classified": 0.25203252032520324,
"obscured": NaN
},
"macro": 0.5622320789555936,
"micro": 0.4665071770334928
},
"Confusion_Matrix": {
"matrix": [
[
346,
216,
52,
23,
60,
0
],
[
175,
235,
50,
33,
27,
0
],
[
42,
71,
52,
116,
4,
0
],
[
1,
6,
7,
116,
1,
0
],
[
1,
4,
1,
2,
31,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"3.21534": {
"samples": {
"total": 16,
"actual_class_counts": {
"no damage": 11,
"minor damage": 1,
"major damage": 0,
"destroyed": 2,
"un-classified": 2,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 11,
"minor damage": 0,
"major damage": 1,
"destroyed": 1,
"un-classified": 3,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.8545454545454546,
"major damage": 0.5,
"destroyed": 0.9666666666666667,
"un-classified": 0.8333333333333333
}
},
"F1": {
"class_level": {
"no damage": 0.9090909090909091,
"minor damage": 0.0,
"major damage": 0.0,
"destroyed": 0.6666666666666666,
"un-classified": 0.8,
"obscured": NaN
},
"macro": 0.4751515151515152,
"micro": 0.8125
},
"Accuracy": {
"class_level": {
"no damage": 0.875,
"minor damage": 0.9375,
"major damage": 0.9375,
"destroyed": 0.9375,
"un-classified": 0.9375,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.9090909090909091,
"minor damage": 0.0,
"major damage": NaN,
"destroyed": 0.5,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.6439393939393939,
"micro": 0.8125
},
"Recall": {
"class_level": {
"no damage": 0.9090909090909091,
"minor damage": NaN,
"major damage": 0.0,
"destroyed": 1.0,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.6022727272727273,
"micro": 0.8125
},
"Confusion_Matrix": {
"matrix": [
[
10,
0,
0,
0,
1,
0
],
[
1,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
1,
1,
0,
0
],
[
0,
0,
0,
0,
2,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"2.019042": {
"samples": {
"total": 39,
"actual_class_counts": {
"no damage": 15,
"minor damage": 3,
"major damage": 1,
"destroyed": 16,
"un-classified": 4,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 8,
"minor damage": 9,
"major damage": 3,
"destroyed": 17,
"un-classified": 2,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.7298387096774194,
"minor damage": 0.5944444444444444,
"major damage": 0.4861111111111111,
"destroyed": 0.8663101604278075,
"un-classified": 0.972972972972973
}
},
"F1": {
"class_level": {
"no damage": 0.5217391304347826,
"minor damage": 0.3333333333333333,
"major damage": 0.0,
"destroyed": 0.8484848484848485,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.47404479578392617,
"micro": 0.6153846153846154
},
"Accuracy": {
"class_level": {
"no damage": 0.717948717948718,
"minor damage": 0.7948717948717948,
"major damage": 0.8974358974358975,
"destroyed": 0.8717948717948718,
"un-classified": 0.9487179487179487,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.4,
"minor damage": 0.6666666666666666,
"major damage": 0.0,
"destroyed": 0.875,
"un-classified": 0.5,
"obscured": NaN
},
"macro": 0.5591503267973856,
"micro": 0.6153846153846154
},
"Recall": {
"class_level": {
"no damage": 0.75,
"minor damage": 0.2222222222222222,
"major damage": 0.0,
"destroyed": 0.8235294117647058,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.4883333333333333,
"micro": 0.6153846153846154
},
"Confusion_Matrix": {
"matrix": [
[
6,
7,
1,
1,
0,
0
],
[
1,
2,
0,
0,
0,
0
],
[
0,
0,
0,
1,
0,
0
],
[
0,
0,
2,
14,
0,
0
],
[
1,
0,
0,
1,
2,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"4.401284": {
"samples": {
"total": 21,
"actual_class_counts": {
"no damage": 20,
"minor damage": 0,
"major damage": 0,
"destroyed": 0,
"un-classified": 1,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 20,
"minor damage": 0,
"major damage": 0,
"destroyed": 0,
"un-classified": 1,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 1.0,
"un-classified": 1.0
}
},
"F1": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Accuracy": {
"class_level": {
"no damage": 1.0,
"minor damage": 1.0,
"major damage": 1.0,
"destroyed": 1.0,
"un-classified": 1.0,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Recall": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Confusion_Matrix": {
"matrix": [
[
20,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
1,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"2.197147": {
"samples": {
"total": 177,
"actual_class_counts": {
"no damage": 55,
"minor damage": 62,
"major damage": 45,
"destroyed": 10,
"un-classified": 5,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 109,
"minor damage": 19,
"major damage": 13,
"destroyed": 17,
"un-classified": 19,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.632892606583918,
"minor damage": 0.451199200532978,
"major damage": 0.8194183864915573,
"destroyed": 0.6965073529411764,
"un-classified": 0.631578947368421
}
},
"F1": {
"class_level": {
"no damage": 0.5487804878048781,
"minor damage": 0.12345679012345678,
"major damage": 0.3793103448275862,
"destroyed": 0.5185185185185185,
"un-classified": 0.4166666666666667,
"obscured": NaN
},
"macro": 0.39734656158822124,
"micro": 0.4124293785310734
},
"Accuracy": {
"class_level": {
"no damage": 0.5819209039548022,
"minor damage": 0.5988700564971752,
"major damage": 0.7966101694915254,
"destroyed": 0.9265536723163842,
"un-classified": 0.9209039548022598,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8181818181818182,
"minor damage": 0.08064516129032258,
"major damage": 0.24444444444444444,
"destroyed": 0.7,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.43941567564142614,
"micro": 0.4124293785310734
},
"Recall": {
"class_level": {
"no damage": 0.41284403669724773,
"minor damage": 0.2631578947368421,
"major damage": 0.8461538461538461,
"destroyed": 0.4117647058823529,
"un-classified": 0.2631578947368421,
"obscured": NaN
},
"macro": 0.568654284783317,
"micro": 0.4124293785310734
},
"Confusion_Matrix": {
"matrix": [
[
45,
2,
0,
0,
8,
0
],
[
54,
5,
1,
0,
2,
0
],
[
10,
11,
11,
10,
3,
0
],
[
0,
1,
1,
7,
1,
0
],
[
0,
0,
0,
0,
5,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"2.001503": {
"samples": {
"total": 37,
"actual_class_counts": {
"no damage": 18,
"minor damage": 2,
"major damage": 0,
"destroyed": 17,
"un-classified": 0,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 16,
"minor damage": 2,
"major damage": 5,
"destroyed": 14,
"un-classified": 0,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.8973214285714286,
"minor damage": 0.7357142857142857,
"major damage": 0.5,
"destroyed": 0.9347826086956521
}
},
"F1": {
"class_level": {
"no damage": 0.8823529411764706,
"minor damage": 0.5,
"major damage": 0.0,
"destroyed": 0.9032258064516129,
"un-classified": NaN,
"obscured": NaN
},
"macro": 0.5713946869070209,
"micro": 0.8108108108108109
},
"Accuracy": {
"class_level": {
"no damage": 0.8918918918918919,
"minor damage": 0.9459459459459459,
"major damage": 0.8648648648648649,
"destroyed": 0.918918918918919,
"un-classified": 1.0,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8333333333333334,
"minor damage": 0.5,
"major damage": NaN,
"destroyed": 0.8235294117647058,
"un-classified": NaN,
"obscured": NaN
},
"macro": 0.609375,
"micro": 0.8108108108108109
},
"Recall": {
"class_level": {
"no damage": 0.9375,
"minor damage": 0.5,
"major damage": 0.0,
"destroyed": 1.0,
"un-classified": NaN,
"obscured": NaN
},
"macro": 0.7189542483660131,
"micro": 0.8108108108108109
},
"Confusion_Matrix": {
"matrix": [
[
15,
1,
2,
0,
0,
0
],
[
1,
1,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
3,
14,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"2.927101": {
"samples": {
"total": 187,
"actual_class_counts": {
"no damage": 105,
"minor damage": 25,
"major damage": 33,
"destroyed": 17,
"un-classified": 7,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 79,
"minor damage": 33,
"major damage": 19,
"destroyed": 35,
"un-classified": 21,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.770042194092827,
"minor damage": 0.6028138528138528,
"major damage": 0.6361215538847117,
"destroyed": 0.6901315789473683,
"un-classified": 0.6666666666666666
}
},
"F1": {
"class_level": {
"no damage": 0.75,
"minor damage": 0.3448275862068966,
"major damage": 0.3076923076923077,
"destroyed": 0.5384615384615384,
"un-classified": 0.5,
"obscured": NaN
},
"macro": 0.4881962864721485,
"micro": 0.5775401069518716
},
"Accuracy": {
"class_level": {
"no damage": 0.7540106951871658,
"minor damage": 0.7967914438502673,
"major damage": 0.8074866310160428,
"destroyed": 0.8716577540106952,
"un-classified": 0.9251336898395722,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.6571428571428571,
"minor damage": 0.4,
"major damage": 0.24242424242424243,
"destroyed": 0.8235294117647058,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 0.4661667978923142,
"micro": 0.5775401069518716
},
"Recall": {
"class_level": {
"no damage": 0.8734177215189873,
"minor damage": 0.30303030303030304,
"major damage": 0.42105263157894735,
"destroyed": 0.4,
"un-classified": 0.3333333333333333,
"obscured": NaN
},
"macro": 0.6246193022663611,
"micro": 0.5775401069518716
},
"Confusion_Matrix": {
"matrix": [
[
69,
18,
6,
2,
10,
0
],
[
7,
10,
3,
3,
2,
0
],
[
3,
4,
8,
16,
2,
0
],
[
0,
1,
2,
14,
0,
0
],
[
0,
0,
0,
0,
7,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"1.964606": {
"samples": {
"total": 510,
"actual_class_counts": {
"no damage": 54,
"minor damage": 119,
"major damage": 120,
"destroyed": 206,
"un-classified": 11,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 93,
"minor damage": 105,
"major damage": 66,
"destroyed": 205,
"un-classified": 41,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6851164229906398,
"minor damage": 0.6649029982363316,
"major damage": 0.5389025389025388,
"destroyed": 0.7618152738904438,
"un-classified": 0.5678402413021998
}
},
"F1": {
"class_level": {
"no damage": 0.5170068027210885,
"minor damage": 0.4642857142857143,
"major damage": 0.21505376344086022,
"destroyed": 0.7153284671532847,
"un-classified": 0.23076923076923078,
"obscured": NaN
},
"macro": 0.42848879567403575,
"micro": 0.515686274509804
},
"Accuracy": {
"class_level": {
"no damage": 0.8607843137254902,
"minor damage": 0.7647058823529411,
"major damage": 0.7137254901960784,
"destroyed": 0.7705882352941177,
"un-classified": 0.9215686274509803,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.7037037037037037,
"minor damage": 0.4369747899159664,
"major damage": 0.16666666666666666,
"destroyed": 0.7135922330097088,
"un-classified": 0.5454545454545454,
"obscured": NaN
},
"macro": 0.4140570365904749,
"micro": 0.515686274509804
},
"Recall": {
"class_level": {
"no damage": 0.40860215053763443,
"minor damage": 0.49523809523809526,
"major damage": 0.30303030303030304,
"destroyed": 0.7170731707317073,
"un-classified": 0.14634146341463414,
"obscured": NaN
},
"macro": 0.5132783877501181,
"micro": 0.515686274509804
},
"Confusion_Matrix": {
"matrix": [
[
38,
9,
5,
1,
1,
0
],
[
29,
52,
7,
16,
15,
0
],
[
19,
33,
20,
40,
8,
0
],
[
7,
11,
30,
147,
11,
0
],
[
0,
0,
4,
1,
6,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"12.7": {
"samples": {
"total": 782,
"actual_class_counts": {
"no damage": 647,
"minor damage": 49,
"major damage": 27,
"destroyed": 2,
"un-classified": 57,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 643,
"minor damage": 16,
"major damage": 3,
"destroyed": 0,
"un-classified": 120,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6618816921579378,
"minor damage": 0.49991840731070497,
"major damage": 0.48267008985879334,
"un-classified": 0.693202416918429
}
},
"F1": {
"class_level": {
"no damage": 0.8821705426356589,
"minor damage": 0.03076923076923077,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.5423728813559322,
"obscured": NaN
},
"macro": 0.29106253095216433,
"micro": 0.7902813299232737
},
"Accuracy": {
"class_level": {
"no damage": 0.8056265984654731,
"minor damage": 0.9194373401534527,
"major damage": 0.9616368286445013,
"destroyed": 0.9974424552429667,
"un-classified": 0.8964194373401535,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8794435857805255,
"minor damage": 0.02040816326530612,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.8421052631578947,
"obscured": NaN
},
"macro": 0.33685361586314155,
"micro": 0.7902813299232737
},
"Recall": {
"class_level": {
"no damage": 0.8849144634525661,
"minor damage": 0.0625,
"major damage": 0.0,
"destroyed": NaN,
"un-classified": 0.4,
"obscured": NaN
},
"macro": 0.34839140244074523,
"micro": 0.7902813299232737
},
"Confusion_Matrix": {
"matrix": [
[
569,
11,
3,
0,
64,
0
],
[
44,
1,
0,
0,
4,
0
],
[
23,
1,
0,
0,
3,
0
],
[
0,
1,
0,
0,
1,
0
],
[
7,
2,
0,
0,
48,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
}
},
"per_collection_platform_metrics": {
"DJI Mavic Pro": {
"samples": {
"total": 1145,
"actual_class_counts": {
"no damage": 161,
"minor damage": 368,
"major damage": 306,
"destroyed": 289,
"un-classified": 21,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 358,
"minor damage": 232,
"major damage": 195,
"destroyed": 285,
"un-classified": 75,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6456134248578507,
"minor damage": 0.6444272387355062,
"major damage": 0.6170850202429151,
"destroyed": 0.7991330069359444,
"un-classified": 0.5900623052959503
}
},
"F1": {
"class_level": {
"no damage": 0.4701348747591522,
"minor damage": 0.4266666666666667,
"major damage": 0.3592814371257485,
"destroyed": 0.6968641114982579,
"un-classified": 0.2916666666666667,
"obscured": NaN
},
"macro": 0.4489227513432984,
"micro": 0.48384279475982533
},
"Accuracy": {
"class_level": {
"no damage": 0.759825327510917,
"minor damage": 0.6995633187772926,
"major damage": 0.719650655021834,
"destroyed": 0.8480349344978166,
"un-classified": 0.9406113537117904,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.7577639751552795,
"minor damage": 0.34782608695652173,
"major damage": 0.29411764705882354,
"destroyed": 0.6920415224913494,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.4484931550012206,
"micro": 0.48384279475982533
},
"Recall": {
"class_level": {
"no damage": 0.3407821229050279,
"minor damage": 0.5517241379310345,
"major damage": 0.46153846153846156,
"destroyed": 0.7017543859649122,
"un-classified": 0.18666666666666668,
"obscured": NaN
},
"macro": 0.5516831796657281,
"micro": 0.48384279475982533
},
"Confusion_Matrix": {
"matrix": [
[
122,
17,
12,
2,
8,
0
],
[
159,
128,
36,
22,
23,
0
],
[
69,
69,
90,
60,
18,
0
],
[
8,
17,
52,
200,
12,
0
],
[
0,
1,
5,
1,
14,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"DJI Mavic 2": {
"samples": {
"total": 21,
"actual_class_counts": {
"no damage": 20,
"minor damage": 0,
"major damage": 0,
"destroyed": 0,
"un-classified": 1,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 20,
"minor damage": 0,
"major damage": 0,
"destroyed": 0,
"un-classified": 1,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 1.0,
"un-classified": 1.0
}
},
"F1": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Accuracy": {
"class_level": {
"no damage": 1.0,
"minor damage": 1.0,
"major damage": 1.0,
"destroyed": 1.0,
"un-classified": 1.0,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Recall": {
"class_level": {
"no damage": 1.0,
"minor damage": NaN,
"major damage": NaN,
"destroyed": NaN,
"un-classified": 1.0,
"obscured": NaN
},
"macro": 1.0,
"micro": 1.0
},
"Confusion_Matrix": {
"matrix": [
[
20,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
0,
0
],
[
0,
0,
0,
0,
1,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"Wingtra WingtraOne Gen II": {
"samples": {
"total": 782,
"actual_class_counts": {
"no damage": 647,
"minor damage": 49,
"major damage": 27,
"destroyed": 2,
"un-classified": 57,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 643,
"minor damage": 16,
"major damage": 3,
"destroyed": 0,
"un-classified": 120,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6618816921579378,
"minor damage": 0.49991840731070497,
"major damage": 0.48267008985879334,
"un-classified": 0.693202416918429
}
},
"F1": {
"class_level": {
"no damage": 0.8821705426356589,
"minor damage": 0.03076923076923077,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.5423728813559322,
"obscured": NaN
},
"macro": 0.29106253095216433,
"micro": 0.7902813299232737
},
"Accuracy": {
"class_level": {
"no damage": 0.8056265984654731,
"minor damage": 0.9194373401534527,
"major damage": 0.9616368286445013,
"destroyed": 0.9974424552429667,
"un-classified": 0.8964194373401535,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8794435857805255,
"minor damage": 0.02040816326530612,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.8421052631578947,
"obscured": NaN
},
"macro": 0.33685361586314155,
"micro": 0.7902813299232737
},
"Recall": {
"class_level": {
"no damage": 0.8849144634525661,
"minor damage": 0.0625,
"major damage": 0.0,
"destroyed": NaN,
"un-classified": 0.4,
"obscured": NaN
},
"macro": 0.34839140244074523,
"micro": 0.7902813299232737
},
"Confusion_Matrix": {
"matrix": [
[
569,
11,
3,
0,
64,
0
],
[
44,
1,
0,
0,
4,
0
],
[
23,
1,
0,
0,
3,
0
],
[
0,
1,
0,
0,
1,
0
],
[
7,
2,
0,
0,
48,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"SenseFly eBee X": {
"samples": {
"total": 2052,
"actual_class_counts": {
"no damage": 868,
"minor damage": 608,
"major damage": 363,
"destroyed": 160,
"un-classified": 53,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 764,
"minor damage": 584,
"major damage": 195,
"destroyed": 343,
"un-classified": 166,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6530885174465871,
"minor damage": 0.5921064909857788,
"major damage": 0.6034298496334037,
"destroyed": 0.6947296681775611,
"un-classified": 0.6334212779005737
}
},
"F1": {
"class_level": {
"no damage": 0.5759803921568627,
"minor damage": 0.41946308724832215,
"major damage": 0.25448028673835127,
"destroyed": 0.5487077534791253,
"un-classified": 0.410958904109589,
"obscured": NaN
},
"macro": 0.4419180847464501,
"micro": 0.4746588693957115
},
"Accuracy": {
"class_level": {
"no damage": 0.6627680311890838,
"minor damage": 0.6627680311890838,
"major damage": 0.797270955165692,
"destroyed": 0.8893762183235867,
"un-classified": 0.9371345029239766,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.5414746543778802,
"minor damage": 0.41118421052631576,
"major damage": 0.19559228650137742,
"destroyed": 0.8625,
"un-classified": 0.8490566037735849,
"obscured": NaN
},
"macro": 0.41615694016442334,
"micro": 0.4746588693957115
},
"Recall": {
"class_level": {
"no damage": 0.6151832460732984,
"minor damage": 0.4280821917808219,
"major damage": 0.3641025641025641,
"destroyed": 0.40233236151603496,
"un-classified": 0.2710843373493976,
"obscured": NaN
},
"macro": 0.5719615510358317,
"micro": 0.4746588693957115
},
"Confusion_Matrix": {
"matrix": [
[
470,
236,
58,
25,
79,
0
],
[
237,
250,
54,
36,
31,
0
],
[
55,
86,
71,
142,
9,
0
],
[
1,
8,
11,
138,
2,
0
],
[
1,
4,
1,
2,
45,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"DJI Phantom 4": {
"samples": {
"total": 92,
"actual_class_counts": {
"no damage": 43,
"minor damage": 6,
"major damage": 1,
"destroyed": 37,
"un-classified": 5,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 34,
"minor damage": 11,
"major damage": 8,
"destroyed": 35,
"un-classified": 4,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.829107505070994,
"minor damage": 0.6178451178451179,
"major damage": 0.49404761904761907,
"destroyed": 0.91328320802005,
"un-classified": 0.8636363636363636
}
},
"F1": {
"class_level": {
"no damage": 0.7792207792207793,
"minor damage": 0.35294117647058826,
"major damage": 0.0,
"destroyed": 0.8888888888888888,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.5375435022493845,
"micro": 0.7391304347826086
},
"Accuracy": {
"class_level": {
"no damage": 0.8152173913043478,
"minor damage": 0.8804347826086957,
"major damage": 0.9021739130434783,
"destroyed": 0.9130434782608695,
"un-classified": 0.967391304347826,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.6976744186046512,
"minor damage": 0.5,
"major damage": 0.0,
"destroyed": 0.8648648648648649,
"un-classified": 0.6,
"obscured": NaN
},
"macro": 0.5638731856378916,
"micro": 0.7391304347826086
},
"Recall": {
"class_level": {
"no damage": 0.8823529411764706,
"minor damage": 0.2727272727272727,
"major damage": 0.0,
"destroyed": 0.9142857142857143,
"un-classified": 0.75,
"obscured": NaN
},
"macro": 0.5325078566939032,
"micro": 0.7391304347826086
},
"Confusion_Matrix": {
"matrix": [
[
30,
8,
3,
1,
1,
0
],
[
3,
3,
0,
0,
0,
0
],
[
0,
0,
0,
1,
0,
0
],
[
0,
0,
5,
32,
0,
0
],
[
1,
0,
0,
1,
3,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
}
},
"per_source_metrics": {
"sUAS": {
"samples": {
"total": 4092,
"actual_class_counts": {
"no damage": 1739,
"minor damage": 1031,
"major damage": 697,
"destroyed": 488,
"un-classified": 137,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 1819,
"minor damage": 843,
"major damage": 401,
"destroyed": 663,
"un-classified": 366,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.7167291436847261,
"minor damage": 0.6266948823015897,
"major damage": 0.6281390806376095,
"destroyed": 0.7618285082388834,
"un-classified": 0.6481503480196756
}
},
"F1": {
"class_level": {
"no damage": 0.6807195053400787,
"minor damage": 0.40768409818569906,
"major damage": 0.29326047358834245,
"destroyed": 0.6429192006950478,
"un-classified": 0.441351888667992,
"obscured": NaN
},
"macro": 0.4931870332954321,
"micro": 0.5461876832844574
},
"Accuracy": {
"class_level": {
"no damage": 0.7223851417399805,
"minor damage": 0.7287390029325513,
"major damage": 0.8103616813294232,
"destroyed": 0.8995601173020528,
"un-classified": 0.9313294232649071,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.6963772282921219,
"minor damage": 0.3705140640155189,
"major damage": 0.2309899569583931,
"destroyed": 0.7581967213114754,
"un-classified": 0.8102189781021898,
"obscured": NaN
},
"macro": 0.4763476553567063,
"micro": 0.5461876832844574
},
"Recall": {
"class_level": {
"no damage": 0.6657504123144585,
"minor damage": 0.4531435349940688,
"major damage": 0.4014962593516209,
"destroyed": 0.5580693815987934,
"un-classified": 0.30327868852459017,
"obscured": NaN
},
"macro": 0.5732593897359398,
"micro": 0.5461876832844574
},
"Confusion_Matrix": {
"matrix": [
[
1211,
272,
76,
28,
152,
0
],
[
443,
382,
90,
58,
58,
0
],
[
147,
156,
161,
203,
30,
0
],
[
9,
26,
68,
370,
15,
0
],
[
9,
7,
6,
4,
111,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
}
},
"per_pre_or_post_metrics": {
"POST": {
"samples": {
"total": 4092,
"actual_class_counts": {
"no damage": 1739,
"minor damage": 1031,
"major damage": 697,
"destroyed": 488,
"un-classified": 137,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 1819,
"minor damage": 843,
"major damage": 401,
"destroyed": 663,
"un-classified": 366,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.7167291436847261,
"minor damage": 0.6266948823015897,
"major damage": 0.6281390806376095,
"destroyed": 0.7618285082388834,
"un-classified": 0.6481503480196756
}
},
"F1": {
"class_level": {
"no damage": 0.6807195053400787,
"minor damage": 0.40768409818569906,
"major damage": 0.29326047358834245,
"destroyed": 0.6429192006950478,
"un-classified": 0.441351888667992,
"obscured": NaN
},
"macro": 0.4931870332954321,
"micro": 0.5461876832844574
},
"Accuracy": {
"class_level": {
"no damage": 0.7223851417399805,
"minor damage": 0.7287390029325513,
"major damage": 0.8103616813294232,
"destroyed": 0.8995601173020528,
"un-classified": 0.9313294232649071,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.6963772282921219,
"minor damage": 0.3705140640155189,
"major damage": 0.2309899569583931,
"destroyed": 0.7581967213114754,
"un-classified": 0.8102189781021898,
"obscured": NaN
},
"macro": 0.4763476553567063,
"micro": 0.5461876832844574
},
"Recall": {
"class_level": {
"no damage": 0.6657504123144585,
"minor damage": 0.4531435349940688,
"major damage": 0.4014962593516209,
"destroyed": 0.5580693815987934,
"un-classified": 0.30327868852459017,
"obscured": NaN
},
"macro": 0.5732593897359398,
"micro": 0.5461876832844574
},
"Confusion_Matrix": {
"matrix": [
[
1211,
272,
76,
28,
152,
0
],
[
443,
382,
90,
58,
58,
0
],
[
147,
156,
161,
203,
30,
0
],
[
9,
26,
68,
370,
15,
0
],
[
9,
7,
6,
4,
111,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
}
},
"per_event_metrics": {
"Hurricane Idalia": {
"samples": {
"total": 782,
"actual_class_counts": {
"no damage": 647,
"minor damage": 49,
"major damage": 27,
"destroyed": 2,
"un-classified": 57,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 643,
"minor damage": 16,
"major damage": 3,
"destroyed": 0,
"un-classified": 120,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6618816921579378,
"minor damage": 0.49991840731070497,
"major damage": 0.48267008985879334,
"un-classified": 0.693202416918429
}
},
"F1": {
"class_level": {
"no damage": 0.8821705426356589,
"minor damage": 0.03076923076923077,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.5423728813559322,
"obscured": NaN
},
"macro": 0.29106253095216433,
"micro": 0.7902813299232737
},
"Accuracy": {
"class_level": {
"no damage": 0.8056265984654731,
"minor damage": 0.9194373401534527,
"major damage": 0.9616368286445013,
"destroyed": 0.9974424552429667,
"un-classified": 0.8964194373401535,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8794435857805255,
"minor damage": 0.02040816326530612,
"major damage": 0.0,
"destroyed": 0.0,
"un-classified": 0.8421052631578947,
"obscured": NaN
},
"macro": 0.33685361586314155,
"micro": 0.7902813299232737
},
"Recall": {
"class_level": {
"no damage": 0.8849144634525661,
"minor damage": 0.0625,
"major damage": 0.0,
"destroyed": NaN,
"un-classified": 0.4,
"obscured": NaN
},
"macro": 0.34839140244074523,
"micro": 0.7902813299232737
},
"Confusion_Matrix": {
"matrix": [
[
569,
11,
3,
0,
64,
0
],
[
44,
1,
0,
0,
4,
0
],
[
23,
1,
0,
0,
3,
0
],
[
0,
1,
0,
0,
1,
0
],
[
7,
2,
0,
0,
48,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"Hurricane Michael": {
"samples": {
"total": 1145,
"actual_class_counts": {
"no damage": 161,
"minor damage": 368,
"major damage": 306,
"destroyed": 289,
"un-classified": 21,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 358,
"minor damage": 232,
"major damage": 195,
"destroyed": 285,
"un-classified": 75,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6456134248578507,
"minor damage": 0.6444272387355062,
"major damage": 0.6170850202429151,
"destroyed": 0.7991330069359444,
"un-classified": 0.5900623052959503
}
},
"F1": {
"class_level": {
"no damage": 0.4701348747591522,
"minor damage": 0.4266666666666667,
"major damage": 0.3592814371257485,
"destroyed": 0.6968641114982579,
"un-classified": 0.2916666666666667,
"obscured": NaN
},
"macro": 0.4489227513432984,
"micro": 0.48384279475982533
},
"Accuracy": {
"class_level": {
"no damage": 0.759825327510917,
"minor damage": 0.6995633187772926,
"major damage": 0.719650655021834,
"destroyed": 0.8480349344978166,
"un-classified": 0.9406113537117904,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.7577639751552795,
"minor damage": 0.34782608695652173,
"major damage": 0.29411764705882354,
"destroyed": 0.6920415224913494,
"un-classified": 0.6666666666666666,
"obscured": NaN
},
"macro": 0.4484931550012206,
"micro": 0.48384279475982533
},
"Recall": {
"class_level": {
"no damage": 0.3407821229050279,
"minor damage": 0.5517241379310345,
"major damage": 0.46153846153846156,
"destroyed": 0.7017543859649122,
"un-classified": 0.18666666666666668,
"obscured": NaN
},
"macro": 0.5516831796657281,
"micro": 0.48384279475982533
},
"Confusion_Matrix": {
"matrix": [
[
122,
17,
12,
2,
8,
0
],
[
159,
128,
36,
22,
23,
0
],
[
69,
69,
90,
60,
18,
0
],
[
8,
17,
52,
200,
12,
0
],
[
0,
1,
5,
1,
14,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"Mussett Bayou Fire": {
"samples": {
"total": 129,
"actual_class_counts": {
"no damage": 74,
"minor damage": 7,
"major damage": 1,
"destroyed": 39,
"un-classified": 8,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 65,
"minor damage": 11,
"major damage": 9,
"destroyed": 36,
"un-classified": 8,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.8521634615384616,
"minor damage": 0.6194144838212634,
"major damage": 0.49583333333333335,
"destroyed": 0.9260752688172043,
"un-classified": 0.8667355371900827
}
},
"F1": {
"class_level": {
"no damage": 0.8633093525179856,
"minor damage": 0.3333333333333333,
"major damage": 0.0,
"destroyed": 0.88,
"un-classified": 0.75,
"obscured": NaN
},
"macro": 0.5653285371702638,
"micro": 0.7906976744186046
},
"Accuracy": {
"class_level": {
"no damage": 0.8527131782945736,
"minor damage": 0.9069767441860465,
"major damage": 0.9224806201550387,
"destroyed": 0.9302325581395349,
"un-classified": 0.9689922480620154,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.8108108108108109,
"minor damage": 0.42857142857142855,
"major damage": 0.0,
"destroyed": 0.8461538461538461,
"un-classified": 0.75,
"obscured": NaN
},
"macro": 0.5724941724941726,
"micro": 0.7906976744186046
},
"Recall": {
"class_level": {
"no damage": 0.9230769230769231,
"minor damage": 0.2727272727272727,
"major damage": 0.0,
"destroyed": 0.9166666666666666,
"un-classified": 0.75,
"obscured": NaN
},
"macro": 0.5671072171072171,
"micro": 0.7906976744186046
},
"Confusion_Matrix": {
"matrix": [
[
60,
8,
3,
1,
2,
0
],
[
4,
3,
0,
0,
0,
0
],
[
0,
0,
0,
1,
0,
0
],
[
0,
0,
6,
33,
0,
0
],
[
1,
0,
0,
1,
6,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
},
"Mayfield Tornado": {
"samples": {
"total": 2036,
"actual_class_counts": {
"no damage": 857,
"minor damage": 607,
"major damage": 363,
"destroyed": 158,
"un-classified": 51,
"obscured": 0
},
"predicted_class_counts": {
"no damage": 753,
"minor damage": 584,
"major damage": 194,
"destroyed": 342,
"un-classified": 163,
"obscured": 0
}
},
"metrics": {
"AUC_ROC": {
"class_level": {
"no damage": 0.6507293765959803,
"minor damage": 0.5911072115928903,
"major damage": 0.6037280186261011,
"destroyed": 0.6940940505533808,
"un-classified": 0.6297662291720575
}
},
"F1": {
"class_level": {
"no damage": 0.5714285714285714,
"minor damage": 0.41981528127623846,
"major damage": 0.25493716337522443,
"destroyed": 0.548,
"un-classified": 0.40186915887850466,
"obscured": NaN
},
"macro": 0.43921003499170785,
"micro": 0.4720039292730845
},
"Accuracy": {
"class_level": {
"no damage": 0.6611001964636543,
"minor damage": 0.6606090373280943,
"major damage": 0.7961689587426326,
"destroyed": 0.8889980353634578,
"un-classified": 0.93713163064833,
"obscured": 1.0
}
},
"Precision": {
"class_level": {
"no damage": 0.5367561260210035,
"minor damage": 0.41186161449752884,
"major damage": 0.19559228650137742,
"destroyed": 0.8670886075949367,
"un-classified": 0.8431372549019608,
"obscured": NaN
},
"macro": 0.41386796475274823,
"micro": 0.4720039292730845
},
"Recall": {
"class_level": {
"no damage": 0.6108897742363878,
"minor damage": 0.4280821917808219,
"major damage": 0.36597938144329895,
"destroyed": 0.40058479532163743,
"un-classified": 0.26380368098159507,
"obscured": NaN
},
"macro": 0.5708871779033615,
"micro": 0.4720039292730845
},
"Confusion_Matrix": {
"matrix": [
[
460,
236,
58,
25,
78,
0
],
[
236,
250,
54,
36,
31,
0
],
[
55,
86,
71,
142,
9,
0
],
[
1,
8,
10,
137,
2,
0
],
[
1,
4,
1,
2,
43,
0
],
[
0,
0,
0,
0,
0,
0
]
],
"class_labels": [
"no damage",
"minor damage",
"major damage",
"destroyed",
"un-classified",
"obscured"
]
}
}
}
}
}