1929 lines
58 KiB
JSON
1929 lines
58 KiB
JSON
{
|
|
"schema_version": 1,
|
|
"model": "/app/storage/training/building-be-v35-yolo11l-balanced-flanders-r1/iteration-001/candidate.pt",
|
|
"summary": "/app/storage/operator-data/building-be-v30-rotated-holdouts-r1/calibration/yolo_tile_dataset_summary.json",
|
|
"split": "val",
|
|
"match_iou": 0.25,
|
|
"test_time_augmentation": false,
|
|
"inference_imgsz": 640,
|
|
"max_detections_per_tile": 1000,
|
|
"nms_iou": 0.3,
|
|
"containment_nms": 0.95,
|
|
"box_scale": 1.0,
|
|
"box_offset_x": 0.0,
|
|
"box_offset_y": 0.0,
|
|
"additional_model": null,
|
|
"ensemble_mode": null,
|
|
"ensemble_match_iou": null,
|
|
"proposal_classifier": null,
|
|
"proposal_classifier_threshold": null,
|
|
"proposal_crop_scale": null,
|
|
"proposal_classifier_batch": null,
|
|
"tile_count": 144,
|
|
"sweeps": [
|
|
{
|
|
"threshold": 0.01,
|
|
"aggregate": {
|
|
"true_positive": 3285,
|
|
"false_positive": 4582,
|
|
"false_negative": 1519,
|
|
"precision": 0.417567052243549,
|
|
"recall": 0.6838051623646961,
|
|
"f1": 0.5185068266119486
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1240,
|
|
"false_positive": 1289,
|
|
"false_negative": 608,
|
|
"precision": 0.4903123764333729,
|
|
"recall": 0.670995670995671,
|
|
"f1": 0.5665981265707106
|
|
},
|
|
"flanders": {
|
|
"true_positive": 615,
|
|
"false_positive": 1580,
|
|
"false_negative": 395,
|
|
"precision": 0.28018223234624146,
|
|
"recall": 0.6089108910891089,
|
|
"f1": 0.3837753510140406
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1430,
|
|
"false_positive": 1713,
|
|
"false_negative": 516,
|
|
"precision": 0.4549793191218581,
|
|
"recall": 0.7348406988694759,
|
|
"f1": 0.5619964629593242
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 370,
|
|
"false_positive": 455,
|
|
"false_negative": 112,
|
|
"precision": 0.4484848484848485,
|
|
"recall": 0.7676348547717843,
|
|
"f1": 0.5661820964039785
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 691,
|
|
"false_positive": 720,
|
|
"false_negative": 245,
|
|
"precision": 0.4897236002834869,
|
|
"recall": 0.7382478632478633,
|
|
"f1": 0.5888368129527056
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 366,
|
|
"false_positive": 459,
|
|
"false_negative": 160,
|
|
"precision": 0.44363636363636366,
|
|
"recall": 0.6958174904942965,
|
|
"f1": 0.541820873427091
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 373,
|
|
"false_positive": 534,
|
|
"false_negative": 111,
|
|
"precision": 0.41124586549062847,
|
|
"recall": 0.7706611570247934,
|
|
"f1": 0.5363048166786485
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 149,
|
|
"false_positive": 263,
|
|
"false_negative": 189,
|
|
"precision": 0.3616504854368932,
|
|
"recall": 0.4408284023668639,
|
|
"f1": 0.3973333333333333
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 638,
|
|
"false_positive": 441,
|
|
"false_negative": 380,
|
|
"precision": 0.5912882298424467,
|
|
"recall": 0.6267190569744597,
|
|
"f1": 0.6084883166428231
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 435,
|
|
"false_positive": 961,
|
|
"false_negative": 191,
|
|
"precision": 0.3116045845272206,
|
|
"recall": 0.694888178913738,
|
|
"f1": 0.43026706231454004
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 31,
|
|
"false_positive": 356,
|
|
"false_negative": 15,
|
|
"precision": 0.08010335917312661,
|
|
"recall": 0.6739130434782609,
|
|
"f1": 0.14318706697459582
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 232,
|
|
"false_positive": 393,
|
|
"false_negative": 116,
|
|
"precision": 0.3712,
|
|
"recall": 0.6666666666666666,
|
|
"f1": 0.4768756423432683
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.015,
|
|
"aggregate": {
|
|
"true_positive": 3177,
|
|
"false_positive": 3489,
|
|
"false_negative": 1627,
|
|
"precision": 0.4765976597659766,
|
|
"recall": 0.6613238967527061,
|
|
"f1": 0.5539668700959024
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1217,
|
|
"false_positive": 906,
|
|
"false_negative": 631,
|
|
"precision": 0.5732454074422987,
|
|
"recall": 0.6585497835497836,
|
|
"f1": 0.6129438428607404
|
|
},
|
|
"flanders": {
|
|
"true_positive": 569,
|
|
"false_positive": 1166,
|
|
"false_negative": 441,
|
|
"precision": 0.3279538904899135,
|
|
"recall": 0.5633663366336633,
|
|
"f1": 0.4145719489981785
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1391,
|
|
"false_positive": 1417,
|
|
"false_negative": 555,
|
|
"precision": 0.49537037037037035,
|
|
"recall": 0.7147995889003084,
|
|
"f1": 0.5851914177534708
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 361,
|
|
"false_positive": 326,
|
|
"false_negative": 121,
|
|
"precision": 0.5254730713245997,
|
|
"recall": 0.7489626556016598,
|
|
"f1": 0.6176218990590248
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 671,
|
|
"false_positive": 620,
|
|
"false_negative": 265,
|
|
"precision": 0.5197521301316809,
|
|
"recall": 0.7168803418803419,
|
|
"f1": 0.6026044005388415
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 354,
|
|
"false_positive": 353,
|
|
"false_negative": 172,
|
|
"precision": 0.5007072135785007,
|
|
"recall": 0.6730038022813688,
|
|
"f1": 0.5742092457420924
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 366,
|
|
"false_positive": 444,
|
|
"false_negative": 118,
|
|
"precision": 0.45185185185185184,
|
|
"recall": 0.756198347107438,
|
|
"f1": 0.5656877897990726
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 130,
|
|
"false_positive": 196,
|
|
"false_negative": 208,
|
|
"precision": 0.3987730061349693,
|
|
"recall": 0.38461538461538464,
|
|
"f1": 0.39156626506024095
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 628,
|
|
"false_positive": 331,
|
|
"false_negative": 390,
|
|
"precision": 0.6548488008342023,
|
|
"recall": 0.6168958742632613,
|
|
"f1": 0.635306019221042
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 411,
|
|
"false_positive": 717,
|
|
"false_negative": 215,
|
|
"precision": 0.36436170212765956,
|
|
"recall": 0.6565495207667732,
|
|
"f1": 0.4686431014823261
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 28,
|
|
"false_positive": 253,
|
|
"false_negative": 18,
|
|
"precision": 0.099644128113879,
|
|
"recall": 0.6086956521739131,
|
|
"f1": 0.1712538226299694
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 228,
|
|
"false_positive": 249,
|
|
"false_negative": 120,
|
|
"precision": 0.4779874213836478,
|
|
"recall": 0.6551724137931034,
|
|
"f1": 0.5527272727272727
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.02,
|
|
"aggregate": {
|
|
"true_positive": 3092,
|
|
"false_positive": 2812,
|
|
"false_negative": 1712,
|
|
"precision": 0.5237127371273713,
|
|
"recall": 0.6436303080766028,
|
|
"f1": 0.5775121404557341
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1193,
|
|
"false_positive": 704,
|
|
"false_negative": 655,
|
|
"precision": 0.6288877174486031,
|
|
"recall": 0.6455627705627706,
|
|
"f1": 0.6371161548731642
|
|
},
|
|
"flanders": {
|
|
"true_positive": 525,
|
|
"false_positive": 855,
|
|
"false_negative": 485,
|
|
"precision": 0.3804347826086957,
|
|
"recall": 0.5198019801980198,
|
|
"f1": 0.43933054393305443
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1374,
|
|
"false_positive": 1253,
|
|
"false_negative": 572,
|
|
"precision": 0.523030072325847,
|
|
"recall": 0.7060637204522097,
|
|
"f1": 0.6009184342882133
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 351,
|
|
"false_positive": 242,
|
|
"false_negative": 131,
|
|
"precision": 0.5919055649241147,
|
|
"recall": 0.7282157676348547,
|
|
"f1": 0.6530232558139535
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 663,
|
|
"false_positive": 559,
|
|
"false_negative": 273,
|
|
"precision": 0.5425531914893617,
|
|
"recall": 0.7083333333333334,
|
|
"f1": 0.6144578313253012
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 349,
|
|
"false_positive": 304,
|
|
"false_negative": 177,
|
|
"precision": 0.5344563552833078,
|
|
"recall": 0.6634980988593155,
|
|
"f1": 0.5920271416454623
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 362,
|
|
"false_positive": 390,
|
|
"false_negative": 122,
|
|
"precision": 0.48138297872340424,
|
|
"recall": 0.7479338842975206,
|
|
"f1": 0.5857605177993528
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 116,
|
|
"false_positive": 146,
|
|
"false_negative": 222,
|
|
"precision": 0.44274809160305345,
|
|
"recall": 0.3431952662721893,
|
|
"f1": 0.3866666666666666
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 616,
|
|
"false_positive": 278,
|
|
"false_negative": 402,
|
|
"precision": 0.6890380313199105,
|
|
"recall": 0.6051080550098232,
|
|
"f1": 0.6443514644351466
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 381,
|
|
"false_positive": 530,
|
|
"false_negative": 245,
|
|
"precision": 0.41822173435784854,
|
|
"recall": 0.6086261980830671,
|
|
"f1": 0.49577098243331164
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 28,
|
|
"false_positive": 179,
|
|
"false_negative": 18,
|
|
"precision": 0.13526570048309178,
|
|
"recall": 0.6086956521739131,
|
|
"f1": 0.22134387351778656
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 226,
|
|
"false_positive": 184,
|
|
"false_negative": 122,
|
|
"precision": 0.551219512195122,
|
|
"recall": 0.6494252873563219,
|
|
"f1": 0.5963060686015832
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.025,
|
|
"aggregate": {
|
|
"true_positive": 3008,
|
|
"false_positive": 2376,
|
|
"false_negative": 1796,
|
|
"precision": 0.5586924219910847,
|
|
"recall": 0.6261448792672772,
|
|
"f1": 0.5904986258343149
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1172,
|
|
"false_positive": 572,
|
|
"false_negative": 676,
|
|
"precision": 0.6720183486238532,
|
|
"recall": 0.6341991341991342,
|
|
"f1": 0.6525612472160356
|
|
},
|
|
"flanders": {
|
|
"true_positive": 488,
|
|
"false_positive": 691,
|
|
"false_negative": 522,
|
|
"precision": 0.41391009329940626,
|
|
"recall": 0.48316831683168315,
|
|
"f1": 0.4458656920968479
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1348,
|
|
"false_positive": 1113,
|
|
"false_negative": 598,
|
|
"precision": 0.5477448191791955,
|
|
"recall": 0.6927029804727647,
|
|
"f1": 0.6117540276832312
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 345,
|
|
"false_positive": 200,
|
|
"false_negative": 137,
|
|
"precision": 0.6330275229357798,
|
|
"recall": 0.7157676348547718,
|
|
"f1": 0.6718597857838364
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 650,
|
|
"false_positive": 503,
|
|
"false_negative": 286,
|
|
"precision": 0.5637467476149176,
|
|
"recall": 0.6944444444444444,
|
|
"f1": 0.6223073240785064
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 338,
|
|
"false_positive": 257,
|
|
"false_negative": 188,
|
|
"precision": 0.5680672268907563,
|
|
"recall": 0.6425855513307985,
|
|
"f1": 0.6030330062444247
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 360,
|
|
"false_positive": 353,
|
|
"false_negative": 124,
|
|
"precision": 0.5049088359046283,
|
|
"recall": 0.743801652892562,
|
|
"f1": 0.6015037593984962
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 105,
|
|
"false_positive": 119,
|
|
"false_negative": 233,
|
|
"precision": 0.46875,
|
|
"recall": 0.3106508875739645,
|
|
"f1": 0.3736654804270463
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 605,
|
|
"false_positive": 227,
|
|
"false_negative": 413,
|
|
"precision": 0.7271634615384616,
|
|
"recall": 0.5943025540275049,
|
|
"f1": 0.6540540540540541
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 357,
|
|
"false_positive": 429,
|
|
"false_negative": 269,
|
|
"precision": 0.4541984732824427,
|
|
"recall": 0.5702875399361023,
|
|
"f1": 0.5056657223796034
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 26,
|
|
"false_positive": 143,
|
|
"false_negative": 20,
|
|
"precision": 0.15384615384615385,
|
|
"recall": 0.5652173913043478,
|
|
"f1": 0.24186046511627907
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 222,
|
|
"false_positive": 145,
|
|
"false_negative": 126,
|
|
"precision": 0.6049046321525886,
|
|
"recall": 0.6379310344827587,
|
|
"f1": 0.620979020979021
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.03,
|
|
"aggregate": {
|
|
"true_positive": 2933,
|
|
"false_positive": 2066,
|
|
"false_negative": 1871,
|
|
"precision": 0.5867173434686938,
|
|
"recall": 0.6105328892589509,
|
|
"f1": 0.5983882484953585
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1157,
|
|
"false_positive": 481,
|
|
"false_negative": 691,
|
|
"precision": 0.7063492063492064,
|
|
"recall": 0.6260822510822511,
|
|
"f1": 0.6637980493402181
|
|
},
|
|
"flanders": {
|
|
"true_positive": 450,
|
|
"false_positive": 597,
|
|
"false_negative": 560,
|
|
"precision": 0.4297994269340974,
|
|
"recall": 0.44554455445544555,
|
|
"f1": 0.4375303840544482
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1326,
|
|
"false_positive": 988,
|
|
"false_negative": 620,
|
|
"precision": 0.5730337078651685,
|
|
"recall": 0.6813977389516958,
|
|
"f1": 0.6225352112676056
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 341,
|
|
"false_positive": 171,
|
|
"false_negative": 141,
|
|
"precision": 0.666015625,
|
|
"recall": 0.7074688796680498,
|
|
"f1": 0.6861167002012072
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 642,
|
|
"false_positive": 449,
|
|
"false_negative": 294,
|
|
"precision": 0.5884509624197983,
|
|
"recall": 0.6858974358974359,
|
|
"f1": 0.6334484459792797
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 328,
|
|
"false_positive": 224,
|
|
"false_negative": 198,
|
|
"precision": 0.5942028985507246,
|
|
"recall": 0.623574144486692,
|
|
"f1": 0.6085343228200372
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 356,
|
|
"false_positive": 315,
|
|
"false_negative": 128,
|
|
"precision": 0.5305514157973175,
|
|
"recall": 0.7355371900826446,
|
|
"f1": 0.6164502164502165
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 98,
|
|
"false_positive": 106,
|
|
"false_negative": 240,
|
|
"precision": 0.4803921568627451,
|
|
"recall": 0.28994082840236685,
|
|
"f1": 0.36162361623616235
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 595,
|
|
"false_positive": 188,
|
|
"false_negative": 423,
|
|
"precision": 0.7598978288633461,
|
|
"recall": 0.5844793713163065,
|
|
"f1": 0.6607440310938367
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 331,
|
|
"false_positive": 371,
|
|
"false_negative": 295,
|
|
"precision": 0.47150997150997154,
|
|
"recall": 0.5287539936102237,
|
|
"f1": 0.4984939759036145
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 21,
|
|
"false_positive": 120,
|
|
"false_negative": 25,
|
|
"precision": 0.14893617021276595,
|
|
"recall": 0.45652173913043476,
|
|
"f1": 0.22459893048128343
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 221,
|
|
"false_positive": 122,
|
|
"false_negative": 127,
|
|
"precision": 0.6443148688046647,
|
|
"recall": 0.6350574712643678,
|
|
"f1": 0.6396526772793054
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.035,
|
|
"aggregate": {
|
|
"true_positive": 2883,
|
|
"false_positive": 1821,
|
|
"false_negative": 1921,
|
|
"precision": 0.6128826530612245,
|
|
"recall": 0.6001248959200666,
|
|
"f1": 0.6064366848969288
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1145,
|
|
"false_positive": 416,
|
|
"false_negative": 703,
|
|
"precision": 0.7335041639974376,
|
|
"recall": 0.6195887445887446,
|
|
"f1": 0.671751246699912
|
|
},
|
|
"flanders": {
|
|
"true_positive": 421,
|
|
"false_positive": 510,
|
|
"false_negative": 589,
|
|
"precision": 0.4522019334049409,
|
|
"recall": 0.4168316831683168,
|
|
"f1": 0.43379701184956204
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1317,
|
|
"false_positive": 895,
|
|
"false_negative": 629,
|
|
"precision": 0.5953887884267631,
|
|
"recall": 0.6767728674203495,
|
|
"f1": 0.6334776334776334
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 336,
|
|
"false_positive": 145,
|
|
"false_negative": 146,
|
|
"precision": 0.6985446985446986,
|
|
"recall": 0.6970954356846473,
|
|
"f1": 0.6978193146417445
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 638,
|
|
"false_positive": 407,
|
|
"false_negative": 298,
|
|
"precision": 0.6105263157894737,
|
|
"recall": 0.6816239316239316,
|
|
"f1": 0.6441191317516406
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 324,
|
|
"false_positive": 196,
|
|
"false_negative": 202,
|
|
"precision": 0.6230769230769231,
|
|
"recall": 0.6159695817490495,
|
|
"f1": 0.6195028680688336
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 355,
|
|
"false_positive": 292,
|
|
"false_negative": 129,
|
|
"precision": 0.5486862442040186,
|
|
"recall": 0.7334710743801653,
|
|
"f1": 0.627763041556145
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 88,
|
|
"false_positive": 93,
|
|
"false_negative": 250,
|
|
"precision": 0.4861878453038674,
|
|
"recall": 0.2603550295857988,
|
|
"f1": 0.33911368015414256
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 589,
|
|
"false_positive": 167,
|
|
"false_negative": 429,
|
|
"precision": 0.7791005291005291,
|
|
"recall": 0.5785854616895875,
|
|
"f1": 0.6640360766629086
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 317,
|
|
"false_positive": 322,
|
|
"false_negative": 309,
|
|
"precision": 0.49608763693270735,
|
|
"recall": 0.5063897763578274,
|
|
"f1": 0.5011857707509881
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 16,
|
|
"false_positive": 95,
|
|
"false_negative": 30,
|
|
"precision": 0.14414414414414414,
|
|
"recall": 0.34782608695652173,
|
|
"f1": 0.20382165605095542
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 220,
|
|
"false_positive": 104,
|
|
"false_negative": 128,
|
|
"precision": 0.6790123456790124,
|
|
"recall": 0.632183908045977,
|
|
"f1": 0.6547619047619048
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.04,
|
|
"aggregate": {
|
|
"true_positive": 2823,
|
|
"false_positive": 1629,
|
|
"false_negative": 1981,
|
|
"precision": 0.6340970350404312,
|
|
"recall": 0.5876353039134055,
|
|
"f1": 0.6099827139152981
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1132,
|
|
"false_positive": 362,
|
|
"false_negative": 716,
|
|
"precision": 0.7576974564926372,
|
|
"recall": 0.6125541125541125,
|
|
"f1": 0.6774386594853381
|
|
},
|
|
"flanders": {
|
|
"true_positive": 398,
|
|
"false_positive": 430,
|
|
"false_negative": 612,
|
|
"precision": 0.4806763285024155,
|
|
"recall": 0.3940594059405941,
|
|
"f1": 0.4330794341675735
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1293,
|
|
"false_positive": 837,
|
|
"false_negative": 653,
|
|
"precision": 0.6070422535211267,
|
|
"recall": 0.6644398766700925,
|
|
"f1": 0.6344455348380765
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 334,
|
|
"false_positive": 125,
|
|
"false_negative": 148,
|
|
"precision": 0.7276688453159041,
|
|
"recall": 0.6929460580912863,
|
|
"f1": 0.7098831030818278
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 627,
|
|
"false_positive": 388,
|
|
"false_negative": 309,
|
|
"precision": 0.6177339901477833,
|
|
"recall": 0.6698717948717948,
|
|
"f1": 0.6427473090722706
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 316,
|
|
"false_positive": 177,
|
|
"false_negative": 210,
|
|
"precision": 0.640973630831643,
|
|
"recall": 0.6007604562737643,
|
|
"f1": 0.620215897939156
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 350,
|
|
"false_positive": 272,
|
|
"false_negative": 134,
|
|
"precision": 0.5627009646302251,
|
|
"recall": 0.7231404958677686,
|
|
"f1": 0.6329113924050633
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 84,
|
|
"false_positive": 78,
|
|
"false_negative": 254,
|
|
"precision": 0.5185185185185185,
|
|
"recall": 0.2485207100591716,
|
|
"f1": 0.336
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 582,
|
|
"false_positive": 149,
|
|
"false_negative": 436,
|
|
"precision": 0.7961696306429549,
|
|
"recall": 0.5717092337917485,
|
|
"f1": 0.6655231560891938
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 299,
|
|
"false_positive": 286,
|
|
"false_negative": 327,
|
|
"precision": 0.5111111111111111,
|
|
"recall": 0.4776357827476038,
|
|
"f1": 0.4938067712634186
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 15,
|
|
"false_positive": 66,
|
|
"false_negative": 31,
|
|
"precision": 0.18518518518518517,
|
|
"recall": 0.32608695652173914,
|
|
"f1": 0.23622047244094485
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 216,
|
|
"false_positive": 88,
|
|
"false_negative": 132,
|
|
"precision": 0.7105263157894737,
|
|
"recall": 0.6206896551724138,
|
|
"f1": 0.6625766871165644
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.045,
|
|
"aggregate": {
|
|
"true_positive": 2772,
|
|
"false_positive": 1480,
|
|
"false_negative": 2032,
|
|
"precision": 0.651928504233302,
|
|
"recall": 0.5770191507077436,
|
|
"f1": 0.612190812720848
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1123,
|
|
"false_positive": 335,
|
|
"false_negative": 725,
|
|
"precision": 0.7702331961591221,
|
|
"recall": 0.6076839826839827,
|
|
"f1": 0.6793708408953418
|
|
},
|
|
"flanders": {
|
|
"true_positive": 369,
|
|
"false_positive": 363,
|
|
"false_negative": 641,
|
|
"precision": 0.5040983606557377,
|
|
"recall": 0.36534653465346534,
|
|
"f1": 0.4236509758897818
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1280,
|
|
"false_positive": 782,
|
|
"false_negative": 666,
|
|
"precision": 0.6207565470417071,
|
|
"recall": 0.65775950668037,
|
|
"f1": 0.6387225548902196
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 329,
|
|
"false_positive": 110,
|
|
"false_negative": 153,
|
|
"precision": 0.7494305239179955,
|
|
"recall": 0.6825726141078838,
|
|
"f1": 0.7144408251900108
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 620,
|
|
"false_positive": 363,
|
|
"false_negative": 316,
|
|
"precision": 0.6307222787385555,
|
|
"recall": 0.6623931623931624,
|
|
"f1": 0.6461698801459094
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 311,
|
|
"false_positive": 161,
|
|
"false_negative": 215,
|
|
"precision": 0.6588983050847458,
|
|
"recall": 0.591254752851711,
|
|
"f1": 0.623246492985972
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 349,
|
|
"false_positive": 258,
|
|
"false_negative": 135,
|
|
"precision": 0.5749588138385503,
|
|
"recall": 0.7210743801652892,
|
|
"f1": 0.6397800183318056
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 79,
|
|
"false_positive": 65,
|
|
"false_negative": 259,
|
|
"precision": 0.5486111111111112,
|
|
"recall": 0.23372781065088757,
|
|
"f1": 0.3278008298755187
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 579,
|
|
"false_positive": 141,
|
|
"false_negative": 439,
|
|
"precision": 0.8041666666666667,
|
|
"recall": 0.568762278978389,
|
|
"f1": 0.666283084004603
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 275,
|
|
"false_positive": 244,
|
|
"false_negative": 351,
|
|
"precision": 0.5298651252408478,
|
|
"recall": 0.43929712460063897,
|
|
"f1": 0.48034934497816595
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 15,
|
|
"false_positive": 54,
|
|
"false_negative": 31,
|
|
"precision": 0.21739130434782608,
|
|
"recall": 0.32608695652173914,
|
|
"f1": 0.2608695652173913
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 215,
|
|
"false_positive": 84,
|
|
"false_negative": 133,
|
|
"precision": 0.7190635451505016,
|
|
"recall": 0.617816091954023,
|
|
"f1": 0.6646058732612056
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.05,
|
|
"aggregate": {
|
|
"true_positive": 2713,
|
|
"false_positive": 1326,
|
|
"false_negative": 2091,
|
|
"precision": 0.6717009160683337,
|
|
"recall": 0.5647377185678601,
|
|
"f1": 0.613592672170078
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1111,
|
|
"false_positive": 294,
|
|
"false_negative": 737,
|
|
"precision": 0.7907473309608541,
|
|
"recall": 0.6011904761904762,
|
|
"f1": 0.6830617891177375
|
|
},
|
|
"flanders": {
|
|
"true_positive": 334,
|
|
"false_positive": 310,
|
|
"false_negative": 676,
|
|
"precision": 0.5186335403726708,
|
|
"recall": 0.3306930693069307,
|
|
"f1": 0.4038694074969771
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1268,
|
|
"false_positive": 722,
|
|
"false_negative": 678,
|
|
"precision": 0.6371859296482412,
|
|
"recall": 0.6515930113052415,
|
|
"f1": 0.6443089430894309
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 324,
|
|
"false_positive": 97,
|
|
"false_negative": 158,
|
|
"precision": 0.7695961995249406,
|
|
"recall": 0.6721991701244814,
|
|
"f1": 0.717607973421927
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 614,
|
|
"false_positive": 337,
|
|
"false_negative": 322,
|
|
"precision": 0.6456361724500526,
|
|
"recall": 0.655982905982906,
|
|
"f1": 0.6507684154742979
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 307,
|
|
"false_positive": 147,
|
|
"false_negative": 219,
|
|
"precision": 0.6762114537444934,
|
|
"recall": 0.5836501901140685,
|
|
"f1": 0.6265306122448979
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 347,
|
|
"false_positive": 238,
|
|
"false_negative": 137,
|
|
"precision": 0.5931623931623932,
|
|
"recall": 0.7169421487603306,
|
|
"f1": 0.6492048643592142
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 72,
|
|
"false_positive": 59,
|
|
"false_negative": 266,
|
|
"precision": 0.549618320610687,
|
|
"recall": 0.21301775147928995,
|
|
"f1": 0.3070362473347548
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 575,
|
|
"false_positive": 124,
|
|
"false_negative": 443,
|
|
"precision": 0.8226037195994278,
|
|
"recall": 0.5648330058939096,
|
|
"f1": 0.669772859638905
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 248,
|
|
"false_positive": 205,
|
|
"false_negative": 378,
|
|
"precision": 0.5474613686534217,
|
|
"recall": 0.3961661341853035,
|
|
"f1": 0.45968489341983315
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 14,
|
|
"false_positive": 46,
|
|
"false_negative": 32,
|
|
"precision": 0.23333333333333334,
|
|
"recall": 0.30434782608695654,
|
|
"f1": 0.26415094339622636
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 212,
|
|
"false_positive": 73,
|
|
"false_negative": 136,
|
|
"precision": 0.743859649122807,
|
|
"recall": 0.6091954022988506,
|
|
"f1": 0.6698262243285941
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.06,
|
|
"aggregate": {
|
|
"true_positive": 2605,
|
|
"false_positive": 1110,
|
|
"false_negative": 2199,
|
|
"precision": 0.7012113055181696,
|
|
"recall": 0.5422564529558701,
|
|
"f1": 0.6115741284188284
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1100,
|
|
"false_positive": 242,
|
|
"false_negative": 748,
|
|
"precision": 0.819672131147541,
|
|
"recall": 0.5952380952380952,
|
|
"f1": 0.689655172413793
|
|
},
|
|
"flanders": {
|
|
"true_positive": 274,
|
|
"false_positive": 230,
|
|
"false_negative": 736,
|
|
"precision": 0.5436507936507936,
|
|
"recall": 0.2712871287128713,
|
|
"f1": 0.3619550858652576
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1231,
|
|
"false_positive": 638,
|
|
"false_negative": 715,
|
|
"precision": 0.6586409844836811,
|
|
"recall": 0.6325796505652621,
|
|
"f1": 0.6453473132372215
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 318,
|
|
"false_positive": 74,
|
|
"false_negative": 164,
|
|
"precision": 0.8112244897959183,
|
|
"recall": 0.6597510373443983,
|
|
"f1": 0.7276887871853546
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 598,
|
|
"false_positive": 298,
|
|
"false_negative": 338,
|
|
"precision": 0.6674107142857143,
|
|
"recall": 0.6388888888888888,
|
|
"f1": 0.6528384279475982
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 291,
|
|
"false_positive": 125,
|
|
"false_negative": 235,
|
|
"precision": 0.6995192307692307,
|
|
"recall": 0.5532319391634981,
|
|
"f1": 0.6178343949044587
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 342,
|
|
"false_positive": 215,
|
|
"false_negative": 142,
|
|
"precision": 0.6140035906642729,
|
|
"recall": 0.7066115702479339,
|
|
"f1": 0.6570605187319885
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 63,
|
|
"false_positive": 52,
|
|
"false_negative": 275,
|
|
"precision": 0.5478260869565217,
|
|
"recall": 0.1863905325443787,
|
|
"f1": 0.27814569536423844
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 571,
|
|
"false_positive": 107,
|
|
"false_negative": 447,
|
|
"precision": 0.8421828908554573,
|
|
"recall": 0.5609037328094303,
|
|
"f1": 0.6733490566037736
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 201,
|
|
"false_positive": 144,
|
|
"false_negative": 425,
|
|
"precision": 0.5826086956521739,
|
|
"recall": 0.3210862619808307,
|
|
"f1": 0.4140061791967044
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 10,
|
|
"false_positive": 34,
|
|
"false_negative": 36,
|
|
"precision": 0.22727272727272727,
|
|
"recall": 0.21739130434782608,
|
|
"f1": 0.22222222222222224
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 211,
|
|
"false_positive": 61,
|
|
"false_negative": 137,
|
|
"precision": 0.7757352941176471,
|
|
"recall": 0.6063218390804598,
|
|
"f1": 0.6806451612903226
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.075,
|
|
"aggregate": {
|
|
"true_positive": 2445,
|
|
"false_positive": 862,
|
|
"false_negative": 2359,
|
|
"precision": 0.7393407922588449,
|
|
"recall": 0.5089508742714405,
|
|
"f1": 0.6028849710270003
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1078,
|
|
"false_positive": 191,
|
|
"false_negative": 770,
|
|
"precision": 0.8494877856579984,
|
|
"recall": 0.5833333333333334,
|
|
"f1": 0.6916907282643567
|
|
},
|
|
"flanders": {
|
|
"true_positive": 192,
|
|
"false_positive": 139,
|
|
"false_negative": 818,
|
|
"precision": 0.5800604229607251,
|
|
"recall": 0.1900990099009901,
|
|
"f1": 0.2863534675615213
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1175,
|
|
"false_positive": 532,
|
|
"false_negative": 771,
|
|
"precision": 0.6883421206795548,
|
|
"recall": 0.6038026721479959,
|
|
"f1": 0.6433068710648782
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 311,
|
|
"false_positive": 58,
|
|
"false_negative": 171,
|
|
"precision": 0.8428184281842819,
|
|
"recall": 0.6452282157676349,
|
|
"f1": 0.7309048178613395
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 573,
|
|
"false_positive": 241,
|
|
"false_negative": 363,
|
|
"precision": 0.7039312039312039,
|
|
"recall": 0.6121794871794872,
|
|
"f1": 0.6548571428571429
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 271,
|
|
"false_positive": 106,
|
|
"false_negative": 255,
|
|
"precision": 0.7188328912466844,
|
|
"recall": 0.5152091254752852,
|
|
"f1": 0.6002214839424141
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 331,
|
|
"false_positive": 185,
|
|
"false_negative": 153,
|
|
"precision": 0.6414728682170543,
|
|
"recall": 0.6838842975206612,
|
|
"f1": 0.662
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 50,
|
|
"false_positive": 34,
|
|
"false_negative": 288,
|
|
"precision": 0.5952380952380952,
|
|
"recall": 0.14792899408284024,
|
|
"f1": 0.2369668246445498
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 559,
|
|
"false_positive": 85,
|
|
"false_negative": 459,
|
|
"precision": 0.8680124223602484,
|
|
"recall": 0.5491159135559921,
|
|
"f1": 0.6726835138387485
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 134,
|
|
"false_positive": 82,
|
|
"false_negative": 492,
|
|
"precision": 0.6203703703703703,
|
|
"recall": 0.21405750798722045,
|
|
"f1": 0.3182897862232779
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 8,
|
|
"false_positive": 23,
|
|
"false_negative": 38,
|
|
"precision": 0.25806451612903225,
|
|
"recall": 0.17391304347826086,
|
|
"f1": 0.2077922077922078
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 208,
|
|
"false_positive": 48,
|
|
"false_negative": 140,
|
|
"precision": 0.8125,
|
|
"recall": 0.5977011494252874,
|
|
"f1": 0.6887417218543046
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.1,
|
|
"aggregate": {
|
|
"true_positive": 2248,
|
|
"false_positive": 589,
|
|
"false_negative": 2556,
|
|
"precision": 0.7923863235812478,
|
|
"recall": 0.46794338051623646,
|
|
"f1": 0.5884046590760371
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1041,
|
|
"false_positive": 123,
|
|
"false_negative": 807,
|
|
"precision": 0.8943298969072165,
|
|
"recall": 0.5633116883116883,
|
|
"f1": 0.6912350597609561
|
|
},
|
|
"flanders": {
|
|
"true_positive": 94,
|
|
"false_positive": 68,
|
|
"false_negative": 916,
|
|
"precision": 0.5802469135802469,
|
|
"recall": 0.09306930693069307,
|
|
"f1": 0.16040955631399317
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1113,
|
|
"false_positive": 398,
|
|
"false_negative": 833,
|
|
"precision": 0.7365982792852416,
|
|
"recall": 0.5719424460431655,
|
|
"f1": 0.6439109054093145
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 301,
|
|
"false_positive": 35,
|
|
"false_negative": 181,
|
|
"precision": 0.8958333333333334,
|
|
"recall": 0.6244813278008299,
|
|
"f1": 0.7359413202933984
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 546,
|
|
"false_positive": 180,
|
|
"false_negative": 390,
|
|
"precision": 0.7520661157024794,
|
|
"recall": 0.5833333333333334,
|
|
"f1": 0.6570397111913359
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 249,
|
|
"false_positive": 71,
|
|
"false_negative": 277,
|
|
"precision": 0.778125,
|
|
"recall": 0.47338403041825095,
|
|
"f1": 0.5886524822695035
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 318,
|
|
"false_positive": 147,
|
|
"false_negative": 166,
|
|
"precision": 0.6838709677419355,
|
|
"recall": 0.6570247933884298,
|
|
"f1": 0.6701791359325606
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 32,
|
|
"false_positive": 18,
|
|
"false_negative": 306,
|
|
"precision": 0.64,
|
|
"recall": 0.09467455621301775,
|
|
"f1": 0.16494845360824742
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 533,
|
|
"false_positive": 54,
|
|
"false_negative": 485,
|
|
"precision": 0.9080068143100511,
|
|
"recall": 0.5235756385068763,
|
|
"f1": 0.6641744548286604
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 58,
|
|
"false_positive": 39,
|
|
"false_negative": 568,
|
|
"precision": 0.5979381443298969,
|
|
"recall": 0.0926517571884984,
|
|
"f1": 0.16044260027662519
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 4,
|
|
"false_positive": 11,
|
|
"false_negative": 42,
|
|
"precision": 0.26666666666666666,
|
|
"recall": 0.08695652173913043,
|
|
"f1": 0.13114754098360656
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 207,
|
|
"false_positive": 34,
|
|
"false_negative": 141,
|
|
"precision": 0.8589211618257261,
|
|
"recall": 0.5948275862068966,
|
|
"f1": 0.702886247877759
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.125,
|
|
"aggregate": {
|
|
"true_positive": 2101,
|
|
"false_positive": 436,
|
|
"false_negative": 2703,
|
|
"precision": 0.8281434765471029,
|
|
"recall": 0.43734388009991676,
|
|
"f1": 0.5724015801661898
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 1015,
|
|
"false_positive": 96,
|
|
"false_negative": 833,
|
|
"precision": 0.9135913591359136,
|
|
"recall": 0.5492424242424242,
|
|
"f1": 0.6860425819533627
|
|
},
|
|
"flanders": {
|
|
"true_positive": 47,
|
|
"false_positive": 31,
|
|
"false_negative": 963,
|
|
"precision": 0.6025641025641025,
|
|
"recall": 0.046534653465346534,
|
|
"f1": 0.08639705882352941
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 1039,
|
|
"false_positive": 309,
|
|
"false_negative": 907,
|
|
"precision": 0.7707715133531158,
|
|
"recall": 0.5339157245632066,
|
|
"f1": 0.6308439587128112
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 292,
|
|
"false_positive": 29,
|
|
"false_negative": 190,
|
|
"precision": 0.9096573208722741,
|
|
"recall": 0.6058091286307054,
|
|
"f1": 0.7272727272727272
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 504,
|
|
"false_positive": 142,
|
|
"false_negative": 432,
|
|
"precision": 0.7801857585139319,
|
|
"recall": 0.5384615384615384,
|
|
"f1": 0.6371681415929203
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 230,
|
|
"false_positive": 47,
|
|
"false_negative": 296,
|
|
"precision": 0.8303249097472925,
|
|
"recall": 0.4372623574144487,
|
|
"f1": 0.572851805728518
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 305,
|
|
"false_positive": 120,
|
|
"false_negative": 179,
|
|
"precision": 0.7176470588235294,
|
|
"recall": 0.6301652892561983,
|
|
"f1": 0.671067106710671
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 16,
|
|
"false_positive": 10,
|
|
"false_negative": 322,
|
|
"precision": 0.6153846153846154,
|
|
"recall": 0.047337278106508875,
|
|
"f1": 0.0879120879120879
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 523,
|
|
"false_positive": 39,
|
|
"false_negative": 495,
|
|
"precision": 0.9306049822064056,
|
|
"recall": 0.5137524557956779,
|
|
"f1": 0.6620253164556962
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 28,
|
|
"false_positive": 16,
|
|
"false_negative": 598,
|
|
"precision": 0.6363636363636364,
|
|
"recall": 0.04472843450479233,
|
|
"f1": 0.0835820895522388
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 3,
|
|
"false_positive": 5,
|
|
"false_negative": 43,
|
|
"precision": 0.375,
|
|
"recall": 0.06521739130434782,
|
|
"f1": 0.11111111111111109
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 200,
|
|
"false_positive": 28,
|
|
"false_negative": 148,
|
|
"precision": 0.8771929824561403,
|
|
"recall": 0.5747126436781609,
|
|
"f1": 0.6944444444444443
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.15,
|
|
"aggregate": {
|
|
"true_positive": 1979,
|
|
"false_positive": 350,
|
|
"false_negative": 2825,
|
|
"precision": 0.849720910261915,
|
|
"recall": 0.41194837635303916,
|
|
"f1": 0.5548857423244077
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 992,
|
|
"false_positive": 76,
|
|
"false_negative": 856,
|
|
"precision": 0.9288389513108615,
|
|
"recall": 0.5367965367965368,
|
|
"f1": 0.6803840877914953
|
|
},
|
|
"flanders": {
|
|
"true_positive": 19,
|
|
"false_positive": 20,
|
|
"false_negative": 991,
|
|
"precision": 0.48717948717948717,
|
|
"recall": 0.01881188118811881,
|
|
"f1": 0.03622497616777884
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 968,
|
|
"false_positive": 254,
|
|
"false_negative": 978,
|
|
"precision": 0.7921440261865794,
|
|
"recall": 0.49743062692702983,
|
|
"f1": 0.6111111111111112
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 282,
|
|
"false_positive": 22,
|
|
"false_negative": 200,
|
|
"precision": 0.9276315789473685,
|
|
"recall": 0.5850622406639004,
|
|
"f1": 0.7175572519083969
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 468,
|
|
"false_positive": 117,
|
|
"false_negative": 468,
|
|
"precision": 0.8,
|
|
"recall": 0.5,
|
|
"f1": 0.6153846153846154
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 208,
|
|
"false_positive": 37,
|
|
"false_negative": 318,
|
|
"precision": 0.8489795918367347,
|
|
"recall": 0.39543726235741444,
|
|
"f1": 0.5395590142671854
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 292,
|
|
"false_positive": 100,
|
|
"false_negative": 192,
|
|
"precision": 0.7448979591836735,
|
|
"recall": 0.6033057851239669,
|
|
"f1": 0.6666666666666667
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 7,
|
|
"false_positive": 9,
|
|
"false_negative": 331,
|
|
"precision": 0.4375,
|
|
"recall": 0.020710059171597635,
|
|
"f1": 0.03954802259887006
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 512,
|
|
"false_positive": 31,
|
|
"false_negative": 506,
|
|
"precision": 0.9429097605893186,
|
|
"recall": 0.5029469548133595,
|
|
"f1": 0.6559897501601538
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 11,
|
|
"false_positive": 10,
|
|
"false_negative": 615,
|
|
"precision": 0.5238095238095238,
|
|
"recall": 0.01757188498402556,
|
|
"f1": 0.03400309119010819
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 1,
|
|
"false_positive": 1,
|
|
"false_negative": 45,
|
|
"precision": 0.5,
|
|
"recall": 0.021739130434782608,
|
|
"f1": 0.041666666666666664
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 198,
|
|
"false_positive": 23,
|
|
"false_negative": 150,
|
|
"precision": 0.8959276018099548,
|
|
"recall": 0.5689655172413793,
|
|
"f1": 0.6959578207381372
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.2,
|
|
"aggregate": {
|
|
"true_positive": 1789,
|
|
"false_positive": 231,
|
|
"false_negative": 3015,
|
|
"precision": 0.8856435643564357,
|
|
"recall": 0.3723980016652789,
|
|
"f1": 0.5243259085580305
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 934,
|
|
"false_positive": 38,
|
|
"false_negative": 914,
|
|
"precision": 0.9609053497942387,
|
|
"recall": 0.5054112554112554,
|
|
"f1": 0.6624113475177306
|
|
},
|
|
"flanders": {
|
|
"true_positive": 8,
|
|
"false_positive": 9,
|
|
"false_negative": 1002,
|
|
"precision": 0.47058823529411764,
|
|
"recall": 0.007920792079207921,
|
|
"f1": 0.015579357351509249
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 847,
|
|
"false_positive": 184,
|
|
"false_negative": 1099,
|
|
"precision": 0.8215324927255092,
|
|
"recall": 0.4352517985611511,
|
|
"f1": 0.5690292240510582
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 263,
|
|
"false_positive": 11,
|
|
"false_negative": 219,
|
|
"precision": 0.9598540145985401,
|
|
"recall": 0.5456431535269709,
|
|
"f1": 0.6957671957671957
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 414,
|
|
"false_positive": 83,
|
|
"false_negative": 522,
|
|
"precision": 0.8329979879275654,
|
|
"recall": 0.4423076923076923,
|
|
"f1": 0.5778087927424982
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 178,
|
|
"false_positive": 20,
|
|
"false_negative": 348,
|
|
"precision": 0.898989898989899,
|
|
"recall": 0.33840304182509506,
|
|
"f1": 0.49171270718232046
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 255,
|
|
"false_positive": 81,
|
|
"false_negative": 229,
|
|
"precision": 0.7589285714285714,
|
|
"recall": 0.5268595041322314,
|
|
"f1": 0.6219512195121951
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 3,
|
|
"false_positive": 6,
|
|
"false_negative": 335,
|
|
"precision": 0.3333333333333333,
|
|
"recall": 0.008875739644970414,
|
|
"f1": 0.01729106628242075
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 479,
|
|
"false_positive": 15,
|
|
"false_negative": 539,
|
|
"precision": 0.9696356275303644,
|
|
"recall": 0.47053045186640474,
|
|
"f1": 0.6335978835978835
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 4,
|
|
"false_positive": 3,
|
|
"false_negative": 622,
|
|
"precision": 0.5714285714285714,
|
|
"recall": 0.006389776357827476,
|
|
"f1": 0.01263823064770932
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 1,
|
|
"false_positive": 0,
|
|
"false_negative": 45,
|
|
"precision": 1.0,
|
|
"recall": 0.021739130434782608,
|
|
"f1": 0.042553191489361694
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 192,
|
|
"false_positive": 12,
|
|
"false_negative": 156,
|
|
"precision": 0.9411764705882353,
|
|
"recall": 0.5517241379310345,
|
|
"f1": 0.6956521739130435
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.25,
|
|
"aggregate": {
|
|
"true_positive": 1595,
|
|
"false_positive": 155,
|
|
"false_negative": 3209,
|
|
"precision": 0.9114285714285715,
|
|
"recall": 0.332014987510408,
|
|
"f1": 0.48672566371681414
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 870,
|
|
"false_positive": 22,
|
|
"false_negative": 978,
|
|
"precision": 0.9753363228699552,
|
|
"recall": 0.4707792207792208,
|
|
"f1": 0.635036496350365
|
|
},
|
|
"flanders": {
|
|
"true_positive": 5,
|
|
"false_positive": 5,
|
|
"false_negative": 1005,
|
|
"precision": 0.5,
|
|
"recall": 0.0049504950495049506,
|
|
"f1": 0.00980392156862745
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 720,
|
|
"false_positive": 128,
|
|
"false_negative": 1226,
|
|
"precision": 0.8490566037735849,
|
|
"recall": 0.3699897225077081,
|
|
"f1": 0.5153901216893342
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 241,
|
|
"false_positive": 4,
|
|
"false_negative": 241,
|
|
"precision": 0.9836734693877551,
|
|
"recall": 0.5,
|
|
"f1": 0.6629986244841816
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 350,
|
|
"false_positive": 54,
|
|
"false_negative": 586,
|
|
"precision": 0.8663366336633663,
|
|
"recall": 0.37393162393162394,
|
|
"f1": 0.5223880597014926
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 139,
|
|
"false_positive": 10,
|
|
"false_negative": 387,
|
|
"precision": 0.9328859060402684,
|
|
"recall": 0.26425855513307983,
|
|
"f1": 0.41185185185185186
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 231,
|
|
"false_positive": 64,
|
|
"false_negative": 253,
|
|
"precision": 0.7830508474576271,
|
|
"recall": 0.4772727272727273,
|
|
"f1": 0.5930680359435173
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 3,
|
|
"false_positive": 4,
|
|
"false_negative": 335,
|
|
"precision": 0.42857142857142855,
|
|
"recall": 0.008875739644970414,
|
|
"f1": 0.017391304347826087
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 450,
|
|
"false_positive": 8,
|
|
"false_negative": 568,
|
|
"precision": 0.982532751091703,
|
|
"recall": 0.44204322200392926,
|
|
"f1": 0.6097560975609756
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 1,
|
|
"false_positive": 1,
|
|
"false_negative": 625,
|
|
"precision": 0.5,
|
|
"recall": 0.001597444089456869,
|
|
"f1": 0.0031847133757961785
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 1,
|
|
"false_positive": 0,
|
|
"false_negative": 45,
|
|
"precision": 1.0,
|
|
"recall": 0.021739130434782608,
|
|
"f1": 0.042553191489361694
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 179,
|
|
"false_positive": 10,
|
|
"false_negative": 169,
|
|
"precision": 0.9470899470899471,
|
|
"recall": 0.514367816091954,
|
|
"f1": 0.6666666666666667
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
},
|
|
{
|
|
"threshold": 0.3,
|
|
"aggregate": {
|
|
"true_positive": 1364,
|
|
"false_positive": 103,
|
|
"false_negative": 3440,
|
|
"precision": 0.9297886843899114,
|
|
"recall": 0.2839300582847627,
|
|
"f1": 0.43501833838303305
|
|
},
|
|
"regions": {
|
|
"brussels": {
|
|
"true_positive": 793,
|
|
"false_positive": 14,
|
|
"false_negative": 1055,
|
|
"precision": 0.9826517967781908,
|
|
"recall": 0.4291125541125541,
|
|
"f1": 0.5973634651600753
|
|
},
|
|
"flanders": {
|
|
"true_positive": 1,
|
|
"false_positive": 2,
|
|
"false_negative": 1009,
|
|
"precision": 0.3333333333333333,
|
|
"recall": 0.0009900990099009901,
|
|
"f1": 0.001974333662388944
|
|
},
|
|
"wallonia": {
|
|
"true_positive": 570,
|
|
"false_positive": 87,
|
|
"false_negative": 1376,
|
|
"precision": 0.867579908675799,
|
|
"recall": 0.29290853031860226,
|
|
"f1": 0.43795620437956206
|
|
}
|
|
},
|
|
"samples": {
|
|
"anderlecht-industry-train": {
|
|
"true_positive": 212,
|
|
"false_positive": 1,
|
|
"false_negative": 270,
|
|
"precision": 0.9953051643192489,
|
|
"recall": 0.43983402489626555,
|
|
"f1": 0.6100719424460432
|
|
},
|
|
"ath-rural-train": {
|
|
"true_positive": 270,
|
|
"false_positive": 33,
|
|
"false_negative": 666,
|
|
"precision": 0.8910891089108911,
|
|
"recall": 0.28846153846153844,
|
|
"f1": 0.4358353510895883
|
|
},
|
|
"charleroi-core-train": {
|
|
"true_positive": 111,
|
|
"false_positive": 4,
|
|
"false_negative": 415,
|
|
"precision": 0.9652173913043478,
|
|
"recall": 0.21102661596958175,
|
|
"f1": 0.34633385335413414
|
|
},
|
|
"eupen-train": {
|
|
"true_positive": 189,
|
|
"false_positive": 50,
|
|
"false_negative": 295,
|
|
"precision": 0.7907949790794979,
|
|
"recall": 0.390495867768595,
|
|
"f1": 0.5228215767634854
|
|
},
|
|
"genk-industry-train": {
|
|
"true_positive": 1,
|
|
"false_positive": 1,
|
|
"false_negative": 337,
|
|
"precision": 0.5,
|
|
"recall": 0.0029585798816568047,
|
|
"f1": 0.0058823529411764705
|
|
},
|
|
"ixelles-dense-train": {
|
|
"true_positive": 408,
|
|
"false_positive": 5,
|
|
"false_negative": 610,
|
|
"precision": 0.9878934624697336,
|
|
"recall": 0.40078585461689586,
|
|
"f1": 0.570230607966457
|
|
},
|
|
"lokeren-ribbon-train": {
|
|
"true_positive": 0,
|
|
"false_positive": 1,
|
|
"false_negative": 626,
|
|
"precision": 0.0,
|
|
"recall": 0.0,
|
|
"f1": 0.0
|
|
},
|
|
"ostend-coastal-train": {
|
|
"true_positive": 0,
|
|
"false_positive": 0,
|
|
"false_negative": 46,
|
|
"precision": 1.0,
|
|
"recall": 0.0,
|
|
"f1": 0.0
|
|
},
|
|
"uccle-residential-train": {
|
|
"true_positive": 173,
|
|
"false_positive": 8,
|
|
"false_negative": 175,
|
|
"precision": 0.9558011049723757,
|
|
"recall": 0.49712643678160917,
|
|
"f1": 0.6540642722117201
|
|
}
|
|
},
|
|
"pure_empty_false_positives": 0
|
|
}
|
|
]
|
|
} |