Files
2026-05-06 19:14:19 +00:00

1641 lines
38 KiB
JSON

{
"run_name": "p4_resnet50_50pct",
"n_folds": 5,
"fold_results": [
{
"fold": 0,
"train_size": 43200,
"val_size": 4800,
"test_size": 12000,
"history": {
"train_loss": [
0.1310014289824499,
0.06310213710750556,
0.038888596181080815,
0.02649530682997364,
0.01996485122527466,
0.0127978444466084,
0.008492352869334354,
0.005699059869553838,
0.002868689212677643,
0.0024933067745233524
],
"train_acc": [
0.8962731481481482,
0.9561805555555556,
0.9754166666666667,
0.9845601851851852,
0.9885648148148148,
0.9927777777777778,
0.9951388888888889,
0.9968981481481481,
0.9984259259259259,
0.9987731481481481
],
"train_auc": [
0.9595598193872886,
0.9908889531893004,
0.9964860496684956,
0.9983529835390947,
0.9989396790695015,
0.9993673125285779,
0.9997186914151805,
0.9998417038180156,
0.9999775605852766,
0.9999427869227252
],
"train_f1": [
0.929029601355739,
0.9704896565700656,
0.9835287548855388,
0.9896798749825935,
0.9923626356637086,
0.9951796804993357,
0.9967567567567568,
0.9979308214947499,
0.9989503581131144,
0.999182035650899
],
"val_loss": [
0.08767707792265962,
0.13368320959309737,
0.06841182627521145,
0.21279425378099404,
0.07938659159221667,
0.11103857491679567,
0.11696882055493309,
0.10955535782945541,
0.1455932674087914,
0.11922037690638414
],
"val_acc": [
0.9208333333333333,
0.8714583333333333,
0.9483333333333334,
0.949375,
0.9627083333333334,
0.96125,
0.9597916666666667,
0.9691666666666666,
0.966875,
0.9675
],
"val_auc": [
0.9838140046296295,
0.9848105324074073,
0.990100925925926,
0.979960300925926,
0.991436574074074,
0.988432175925926,
0.9853523148148149,
0.9874761574074074,
0.9840141203703704,
0.9863858796296296
],
"val_f1": [
0.9451817657241778,
0.907008289374529,
0.9647527003979534,
0.9670240195413218,
0.9749965078921637,
0.974188176519567,
0.9729881035689293,
0.9794387329813837,
0.977962577962578,
0.9782183747556549
]
},
"test_metrics": {
"accuracy": 0.963,
"auc_roc": 0.9923082037037039,
"f1": 0.975231507307821,
"confusion_matrix": [
[
2815,
185
],
[
259,
8741
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.98,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
60,
2940
]
],
"n": 3000,
"detection_rate": 0.98,
"pairwise_auc": 0.9937080555555556,
"pairwise_f1": 0.96
},
"insight": {
"accuracy": 0.9396666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
181,
2819
]
],
"n": 3000,
"detection_rate": 0.9396666666666667,
"pairwise_auc": 0.9859274999999998,
"pairwise_f1": 0.9390406395736176
},
"text2img": {
"accuracy": 0.994,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
18,
2982
]
],
"n": 3000,
"detection_rate": 0.994,
"pairwise_auc": 0.9972890555555555,
"pairwise_f1": 0.9670828603859251
},
"wiki": {
"accuracy": 0.9383333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
2815,
185
],
[
0,
0
]
],
"n": 3000,
"false_alarm_rate": 0.06166666666666665
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 6000,
"accuracy": 0.9591666666666666,
"auc_roc": 0.9937080555555556,
"f1": 0.96,
"confusion_matrix": [
[
2815,
185
],
[
60,
2940
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 6000,
"accuracy": 0.939,
"auc_roc": 0.9859274999999998,
"f1": 0.9390406395736176,
"confusion_matrix": [
[
2815,
185
],
[
181,
2819
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 6000,
"accuracy": 0.9661666666666666,
"auc_roc": 0.9972890555555555,
"f1": 0.9670828603859251,
"confusion_matrix": [
[
2815,
185
],
[
18,
2982
]
]
}
}
},
{
"fold": 1,
"train_size": 43200,
"val_size": 4800,
"test_size": 12000,
"history": {
"train_loss": [
0.12803853407088253,
0.06124075772430472,
0.03885383722314145,
0.02501593027866976,
0.01730566528073487,
0.01223388925149535,
0.006877621188353226,
0.005629530146293081
],
"train_acc": [
0.9024305555555555,
0.9589351851851852,
0.9743518518518518,
0.9850694444444444,
0.9902083333333334,
0.9930787037037037,
0.9962268518518519,
0.9971064814814815
],
"train_auc": [
0.9612873914037494,
0.9912515560699587,
0.9964169081504344,
0.9985149748513945,
0.9992661536922725,
0.9996025934499314,
0.9998924168381345,
0.9998858924897118
],
"train_f1": [
0.9334827276026955,
0.9723968382398706,
0.9828233032586116,
0.9900190334710552,
0.9934618297602671,
0.9953813120781007,
0.9974833639549785,
0.9980698855828174
],
"val_loss": [
0.0803564018686302,
0.06945386185039146,
0.06300256718920233,
0.069996998704349,
0.14107923867991,
0.1766739479874074,
0.12269854744713787,
0.11194367747741732
],
"val_acc": [
0.9535416666666666,
0.9539583333333334,
0.9485416666666666,
0.958125,
0.9520833333333333,
0.954375,
0.964375,
0.9608333333333333
],
"val_auc": [
0.9865824074074074,
0.9888171296296298,
0.9907064814814814,
0.9906428240740741,
0.9849028935185185,
0.9847343749999999,
0.9869310185185185,
0.9880565972222223
],
"val_f1": [
0.9690320788779336,
0.9689737470167065,
0.9650883392226148,
0.9719077568134172,
0.9684326104858633,
0.970200027214587,
0.9763256264709954,
0.9736547085201793
]
},
"test_metrics": {
"accuracy": 0.95625,
"auc_roc": 0.9913704629629632,
"f1": 0.9704475091471996,
"confusion_matrix": [
[
2855,
145
],
[
380,
8620
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.962,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
114,
2886
]
],
"n": 3000,
"detection_rate": 0.962,
"pairwise_auc": 0.9922814444444444,
"pairwise_f1": 0.9570552147239264
},
"insight": {
"accuracy": 0.9336666666666666,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
199,
2801
]
],
"n": 3000,
"detection_rate": 0.9336666666666666,
"pairwise_auc": 0.9870954444444443,
"pairwise_f1": 0.9421459804910864
},
"text2img": {
"accuracy": 0.9776666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
67,
2933
]
],
"n": 3000,
"detection_rate": 0.9776666666666667,
"pairwise_auc": 0.9947345000000001,
"pairwise_f1": 0.9651201052977953
},
"wiki": {
"accuracy": 0.9516666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
2855,
145
],
[
0,
0
]
],
"n": 3000,
"false_alarm_rate": 0.04833333333333334
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 6000,
"accuracy": 0.9568333333333333,
"auc_roc": 0.9922814444444444,
"f1": 0.9570552147239264,
"confusion_matrix": [
[
2855,
145
],
[
114,
2886
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 6000,
"accuracy": 0.9426666666666667,
"auc_roc": 0.9870954444444443,
"f1": 0.9421459804910864,
"confusion_matrix": [
[
2855,
145
],
[
199,
2801
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 6000,
"accuracy": 0.9646666666666667,
"auc_roc": 0.9947345000000001,
"f1": 0.9651201052977953,
"confusion_matrix": [
[
2855,
145
],
[
67,
2933
]
]
}
}
},
{
"fold": 2,
"train_size": 43200,
"val_size": 4800,
"test_size": 12000,
"history": {
"train_loss": [
0.12894397541535674,
0.0633250668713892,
0.039845863456484276,
0.02533684753324013,
0.01833436753669014,
0.011535352683215563,
0.009289013643897642,
0.00523130823270494,
0.0038449670582292373,
0.0027505036443522227
],
"train_acc": [
0.8950694444444445,
0.9575231481481481,
0.9740740740740741,
0.9844444444444445,
0.9893287037037037,
0.9936342592592593,
0.995162037037037,
0.9967361111111112,
0.9981944444444445,
0.9988657407407407
],
"train_auc": [
0.9606062299954276,
0.9907223208161866,
0.99623664980567,
0.9985272305098307,
0.9992490026291724,
0.9995602866369456,
0.9997321987882946,
0.9999320373228165,
0.9998753429355282,
0.9998478709419296
],
"train_f1": [
0.927893104271057,
0.9714294611300544,
0.9826248836487744,
0.9896023518489865,
0.9928740358307699,
0.9957519116397621,
0.996772250621612,
0.9978224947106697,
0.9987958503149315,
0.9992437921508712
],
"val_loss": [
0.0721046452006946,
0.06456572874992465,
0.0747598591519636,
0.10288976659513234,
0.07962197108463442,
0.10778757501742803,
0.13586275433523648,
0.13340375898282825,
0.11878780224452688,
0.1416812105385543
],
"val_acc": [
0.9404166666666667,
0.9495833333333333,
0.9654166666666667,
0.9535416666666666,
0.9575,
0.9516666666666667,
0.9610416666666667,
0.9633333333333334,
0.965,
0.9679166666666666
],
"val_auc": [
0.9873201388888889,
0.9899142361111111,
0.9915755787037036,
0.988799074074074,
0.9916518518518519,
0.9892256944444444,
0.9852898148148148,
0.9867555555555556,
0.9866866898148148,
0.9848246527777779
],
"val_f1": [
0.9595015576323987,
0.9658288619034171,
0.9769252154573256,
0.9687980971036798,
0.971396522714526,
0.9672408924032759,
0.9741534208707671,
0.9756838905775076,
0.9765821020351269,
0.9786703601108033
]
},
"test_metrics": {
"accuracy": 0.9618333333333333,
"auc_roc": 0.9928141296296296,
"f1": 0.9743129556926529,
"confusion_matrix": [
[
2856,
144
],
[
314,
8686
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.972,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
84,
2916
]
],
"n": 3000,
"detection_rate": 0.972,
"pairwise_auc": 0.9946737222222223,
"pairwise_f1": 0.9623762376237623
},
"insight": {
"accuracy": 0.9403333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
179,
2821
]
],
"n": 3000,
"detection_rate": 0.9403333333333334,
"pairwise_auc": 0.9875953888888889,
"pairwise_f1": 0.9458507963118189
},
"text2img": {
"accuracy": 0.983,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
51,
2949
]
],
"n": 3000,
"detection_rate": 0.983,
"pairwise_auc": 0.9961732777777779,
"pairwise_f1": 0.9679960610536681
},
"wiki": {
"accuracy": 0.952,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
2856,
144
],
[
0,
0
]
],
"n": 3000,
"false_alarm_rate": 0.04800000000000004
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 6000,
"accuracy": 0.962,
"auc_roc": 0.9946737222222223,
"f1": 0.9623762376237623,
"confusion_matrix": [
[
2856,
144
],
[
84,
2916
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 6000,
"accuracy": 0.9461666666666667,
"auc_roc": 0.9875953888888889,
"f1": 0.9458507963118189,
"confusion_matrix": [
[
2856,
144
],
[
179,
2821
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 6000,
"accuracy": 0.9675,
"auc_roc": 0.9961732777777779,
"f1": 0.9679960610536681,
"confusion_matrix": [
[
2856,
144
],
[
51,
2949
]
]
}
}
},
{
"fold": 3,
"train_size": 43200,
"val_size": 4800,
"test_size": 12000,
"history": {
"train_loss": [
0.1295232505020168,
0.06170430574824826,
0.037615918873106474,
0.024598854103549256,
0.016743204425551488,
0.01205475128056504,
0.008438206393399452
],
"train_acc": [
0.8965277777777778,
0.9588194444444444,
0.9754166666666667,
0.9843518518518518,
0.9911111111111112,
0.9932407407407408,
0.9955092592592593
],
"train_auc": [
0.9603803883744856,
0.9911017889803384,
0.9967371799268405,
0.9985225465820761,
0.9991573702560586,
0.9995904020919067,
0.9997432584590762
],
"train_f1": [
0.9289935188715212,
0.9722936037004158,
0.9835292657960855,
0.9895391662282195,
0.9940671157530437,
0.9954895115697118,
0.9970040460820954
],
"val_loss": [
0.10778514720315191,
0.06575797121937892,
0.07033019703017393,
0.08894823268909628,
0.09753751006637079,
0.12266531725380748,
0.11800297263565275
],
"val_acc": [
0.940625,
0.959375,
0.9539583333333334,
0.9602083333333333,
0.956875,
0.955,
0.96375
],
"val_auc": [
0.9809686342592594,
0.9922035879629629,
0.9914534722222222,
0.9891475694444445,
0.990147800925926,
0.9855612268518518,
0.9898511574074075
],
"val_f1": [
0.9606081548030407,
0.9729129045700792,
0.9687809012572397,
0.9733649421280156,
0.9709310490099705,
0.9697563707644917,
0.9759202878494326
]
},
"test_metrics": {
"accuracy": 0.9590833333333333,
"auc_roc": 0.9911175185185186,
"f1": 0.9727962768020388,
"confusion_matrix": [
[
2730,
270
],
[
221,
8779
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.9833333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
50,
2950
]
],
"n": 3000,
"detection_rate": 0.9833333333333333,
"pairwise_auc": 0.9927475555555554,
"pairwise_f1": 0.9485530546623794
},
"insight": {
"accuracy": 0.9553333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
134,
2866
]
],
"n": 3000,
"detection_rate": 0.9553333333333334,
"pairwise_auc": 0.9855584444444443,
"pairwise_f1": 0.9341590612777053
},
"text2img": {
"accuracy": 0.9876666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
37,
2963
]
],
"n": 3000,
"detection_rate": 0.9876666666666667,
"pairwise_auc": 0.9950465555555554,
"pairwise_f1": 0.9507460291994224
},
"wiki": {
"accuracy": 0.91,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
2730,
270
],
[
0,
0
]
],
"n": 3000,
"false_alarm_rate": 0.08999999999999997
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 6000,
"accuracy": 0.9466666666666667,
"auc_roc": 0.9927475555555554,
"f1": 0.9485530546623794,
"confusion_matrix": [
[
2730,
270
],
[
50,
2950
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 6000,
"accuracy": 0.9326666666666666,
"auc_roc": 0.9855584444444443,
"f1": 0.9341590612777053,
"confusion_matrix": [
[
2730,
270
],
[
134,
2866
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 6000,
"accuracy": 0.9488333333333333,
"auc_roc": 0.9950465555555554,
"f1": 0.9507460291994224,
"confusion_matrix": [
[
2730,
270
],
[
37,
2963
]
]
}
}
},
{
"fold": 4,
"train_size": 43200,
"val_size": 4800,
"test_size": 12000,
"history": {
"train_loss": [
0.12732069519589898,
0.06170257507538837,
0.03860741297643269,
0.025365771362277748,
0.01670022751770173,
0.012464827809432824,
0.008374597468172464,
0.006437417975058385,
0.0034875015909215192
],
"train_acc": [
0.9009027777777778,
0.9566898148148149,
0.9751620370370371,
0.9845138888888889,
0.9905324074074074,
0.9931944444444445,
0.9955787037037037,
0.9963425925925926,
0.9982638888888888
],
"train_auc": [
0.9617297125057156,
0.9911038951760403,
0.9964552040466392,
0.9983521819272976,
0.9992034793667124,
0.9995827817786922,
0.9996301911865568,
0.9998173682556012,
0.9999299397005029
],
"train_f1": [
0.932434778491501,
0.970832618828628,
0.9833532432474362,
0.9896463669426604,
0.9936790047137006,
0.9954594594594595,
0.9970505119137699,
0.9975598455598456,
0.998842503279574
],
"val_loss": [
0.14045082565508588,
0.08130352705096205,
0.10408762747037448,
0.0898400347368503,
0.09015464449475985,
0.14536626939580552,
0.1540585432428573,
0.15825259659189517,
0.13043432375607153
],
"val_acc": [
0.9389583333333333,
0.9297916666666667,
0.9570833333333333,
0.9547916666666667,
0.949375,
0.9441666666666667,
0.9552083333333333,
0.956875,
0.9577083333333334
],
"val_auc": [
0.9839943287037036,
0.9862025462962964,
0.9870587962962962,
0.9889800925925927,
0.9889494212962964,
0.9834181712962962,
0.9811201388888888,
0.9818784722222222,
0.9862002314814815
],
"val_f1": [
0.960292722591137,
0.9515177672277371,
0.9715076071922545,
0.9695096248419278,
0.965614829489175,
0.9622747747747747,
0.9698245614035088,
0.9713415478333103,
0.9714607057500352
]
},
"test_metrics": {
"accuracy": 0.9634166666666667,
"auc_roc": 0.9929008518518518,
"f1": 0.9754570358360821,
"confusion_matrix": [
[
2837,
163
],
[
276,
8724
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.9736666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
79,
2921
]
],
"n": 3000,
"detection_rate": 0.9736666666666667,
"pairwise_auc": 0.9941697777777777,
"pairwise_f1": 0.960223537146614
},
"insight": {
"accuracy": 0.946,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
162,
2838
]
],
"n": 3000,
"detection_rate": 0.946,
"pairwise_auc": 0.9881915555555555,
"pairwise_f1": 0.9458423596067322
},
"text2img": {
"accuracy": 0.9883333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
35,
2965
]
],
"n": 3000,
"detection_rate": 0.9883333333333333,
"pairwise_auc": 0.9963412222222222,
"pairwise_f1": 0.9676892950391645
},
"wiki": {
"accuracy": 0.9456666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
2837,
163
],
[
0,
0
]
],
"n": 3000,
"false_alarm_rate": 0.054333333333333345
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 6000,
"accuracy": 0.9596666666666667,
"auc_roc": 0.9941697777777777,
"f1": 0.960223537146614,
"confusion_matrix": [
[
2837,
163
],
[
79,
2921
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 6000,
"accuracy": 0.9458333333333333,
"auc_roc": 0.9881915555555555,
"f1": 0.9458423596067322,
"confusion_matrix": [
[
2837,
163
],
[
162,
2838
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 6000,
"accuracy": 0.967,
"auc_roc": 0.9963412222222222,
"f1": 0.9676892950391645,
"confusion_matrix": [
[
2837,
163
],
[
35,
2965
]
]
}
}
}
],
"aggregated_metrics": {
"accuracy": {
"mean": 0.9607166666666667,
"std": 0.0030153542264734086,
"ci_95": 0.002643074514441248,
"values": [
0.963,
0.95625,
0.9618333333333333,
0.9590833333333333,
0.9634166666666667
]
},
"auc_roc": {
"mean": 0.9921022333333335,
"std": 0.000820390579196715,
"ci_95": 0.0007191040484482374,
"values": [
0.9923082037037039,
0.9913704629629632,
0.9928141296296296,
0.9911175185185186,
0.9929008518518518
]
},
"f1": {
"mean": 0.973649056957159,
"std": 0.0020730919324981494,
"ci_95": 0.0018171451979915288,
"values": [
0.975231507307821,
0.9704475091471996,
0.9743129556926529,
0.9727962768020388,
0.9754570358360821
]
}
},
"aggregated_per_source": {
"inpainting": {
"accuracy": {
"mean": 0.9742,
"std": 0.008231376285625357,
"ci_95": 0.007215119433830905,
"values": [
0.98,
0.962,
0.972,
0.9833333333333333,
0.9736666666666667
]
},
"n": {
"mean": 3000.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
3000,
3000,
3000,
3000,
3000
]
},
"detection_rate": {
"mean": 0.9742,
"std": 0.008231376285625357,
"ci_95": 0.007215119433830905,
"values": [
0.98,
0.962,
0.972,
0.9833333333333333,
0.9736666666666667
]
},
"pairwise_auc": {
"mean": 0.993516111111111,
"std": 0.0009898567680712113,
"ci_95": 0.000867647712387025,
"values": [
0.9937080555555556,
0.9922814444444444,
0.9946737222222223,
0.9927475555555554,
0.9941697777777777
]
},
"pairwise_f1": {
"mean": 0.9576416088313364,
"std": 0.005421963377389286,
"ci_95": 0.004752560443875861,
"values": [
0.96,
0.9570552147239264,
0.9623762376237623,
0.9485530546623794,
0.960223537146614
]
}
},
"insight": {
"accuracy": {
"mean": 0.943,
"std": 0.00816156303113021,
"ci_95": 0.0071539254181805,
"values": [
0.9396666666666667,
0.9336666666666666,
0.9403333333333334,
0.9553333333333334,
0.946
]
},
"n": {
"mean": 3000.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
3000,
3000,
3000,
3000,
3000
]
},
"detection_rate": {
"mean": 0.943,
"std": 0.00816156303113021,
"ci_95": 0.0071539254181805,
"values": [
0.9396666666666667,
0.9336666666666666,
0.9403333333333334,
0.9553333333333334,
0.946
]
},
"pairwise_auc": {
"mean": 0.9868736666666666,
"std": 0.0011103986139176464,
"ci_95": 0.0009733072988738293,
"values": [
0.9859274999999998,
0.9870954444444443,
0.9875953888888889,
0.9855584444444443,
0.9881915555555555
]
},
"pairwise_f1": {
"mean": 0.941407767452192,
"std": 0.004952224427288878,
"ci_95": 0.004340816100027134,
"values": [
0.9390406395736176,
0.9421459804910864,
0.9458507963118189,
0.9341590612777053,
0.9458423596067322
]
}
},
"text2img": {
"accuracy": {
"mean": 0.9861333333333334,
"std": 0.006135506861249879,
"ci_95": 0.005378008883923071,
"values": [
0.994,
0.9776666666666667,
0.983,
0.9876666666666667,
0.9883333333333333
]
},
"n": {
"mean": 3000.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
3000,
3000,
3000,
3000,
3000
]
},
"detection_rate": {
"mean": 0.9861333333333334,
"std": 0.006135506861249879,
"ci_95": 0.005378008883923071,
"values": [
0.994,
0.9776666666666667,
0.983,
0.9876666666666667,
0.9883333333333333
]
},
"pairwise_auc": {
"mean": 0.9959169222222222,
"std": 0.0010349105023331555,
"ci_95": 0.000907139051667393,
"values": [
0.9972890555555555,
0.9947345000000001,
0.9961732777777779,
0.9950465555555554,
0.9963412222222222
]
},
"pairwise_f1": {
"mean": 0.9637268701951951,
"std": 0.007342220515605291,
"ci_95": 0.006435740038045298,
"values": [
0.9670828603859251,
0.9651201052977953,
0.9679960610536681,
0.9507460291994224,
0.9676892950391645
]
}
},
"wiki": {
"accuracy": {
"mean": 0.9395333333333333,
"std": 0.017420613587867017,
"ci_95": 0.015269841067353043,
"values": [
0.9383333333333334,
0.9516666666666667,
0.952,
0.91,
0.9456666666666667
]
},
"n": {
"mean": 3000.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
3000,
3000,
3000,
3000,
3000
]
},
"false_alarm_rate": {
"mean": 0.06046666666666667,
"std": 0.017420613587867017,
"ci_95": 0.015269841067353043,
"values": [
0.06166666666666665,
0.04833333333333334,
0.04800000000000004,
0.08999999999999997,
0.054333333333333345
]
}
}
},
"aggregated_pairwise": {
"wiki_vs_inpainting": {
"accuracy": {
"mean": 0.9568666666666668,
"std": 0.005990038026219488,
"ci_95": 0.005250499828058693,
"values": [
0.9591666666666666,
0.9568333333333333,
0.962,
0.9466666666666667,
0.9596666666666667
]
},
"auc_roc": {
"mean": 0.993516111111111,
"std": 0.0009898567680712113,
"ci_95": 0.000867647712387025,
"values": [
0.9937080555555556,
0.9922814444444444,
0.9946737222222223,
0.9927475555555554,
0.9941697777777777
]
},
"f1": {
"mean": 0.9576416088313364,
"std": 0.005421963377389286,
"ci_95": 0.004752560443875861,
"values": [
0.96,
0.9570552147239264,
0.9623762376237623,
0.9485530546623794,
0.960223537146614
]
}
},
"wiki_vs_insight": {
"accuracy": {
"mean": 0.9412666666666667,
"std": 0.005610753563965873,
"ci_95": 0.004918042338618547,
"values": [
0.939,
0.9426666666666667,
0.9461666666666667,
0.9326666666666666,
0.9458333333333333
]
},
"auc_roc": {
"mean": 0.9868736666666666,
"std": 0.0011103986139176464,
"ci_95": 0.0009733072988738293,
"values": [
0.9859274999999998,
0.9870954444444443,
0.9875953888888889,
0.9855584444444443,
0.9881915555555555
]
},
"f1": {
"mean": 0.941407767452192,
"std": 0.004952224427288878,
"ci_95": 0.004340816100027134,
"values": [
0.9390406395736176,
0.9421459804910864,
0.9458507963118189,
0.9341590612777053,
0.9458423596067322
]
}
},
"wiki_vs_text2img": {
"accuracy": {
"mean": 0.9628333333333334,
"std": 0.007899542884102719,
"ci_95": 0.00692425463297114,
"values": [
0.9661666666666666,
0.9646666666666667,
0.9675,
0.9488333333333333,
0.967
]
},
"auc_roc": {
"mean": 0.9959169222222222,
"std": 0.0010349105023331555,
"ci_95": 0.000907139051667393,
"values": [
0.9972890555555555,
0.9947345000000001,
0.9961732777777779,
0.9950465555555554,
0.9963412222222222
]
},
"f1": {
"mean": 0.9637268701951951,
"std": 0.007342220515605291,
"ci_95": 0.006435740038045298,
"values": [
0.9670828603859251,
0.9651201052977953,
0.9679960610536681,
0.9507460291994224,
0.9676892950391645
]
}
}
},
"config": {
"seed": 42,
"cv_folds": 5,
"batch_size": 32,
"num_workers": 4,
"early_stopping_patience": 5,
"lr": 0.0001,
"weight_decay": 0.0001,
"T_max": 15,
"data_dir": "cropped/classifier",
"pretrained": true,
"epochs": 15,
"image_size": 224,
"augment": false,
"run_name": "p4_resnet50_50pct",
"backbone": "resnet50",
"subsample": 0.5
}
}