Files
DRL_PROJ/classifier/outputs/logs/p1_resnet18_baseline.json
T
Johnny Fernandes bb3dfb92d5 Clean state
2026-04-30 01:25:39 +01:00

1617 lines
37 KiB
JSON

{
"run_name": "p1_resnet18_baseline",
"n_folds": 5,
"fold_results": [
{
"fold": 0,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.23958949717106642,
0.143196833671795,
0.09169542824814993,
0.05906003904960084,
0.03961496371506386,
0.030794697152278214,
0.019622314044008143,
0.010980474815140176,
0.009058485340109555
],
"train_acc": [
0.7507523148148149,
0.8752893518518519,
0.9286458333333333,
0.9586226851851852,
0.9741898148148148,
0.9828125,
0.9880208333333333,
0.9919560185185186,
0.9939236111111112
],
"train_auc": [
0.8491616565929355,
0.9504348851165981,
0.9801190093449932,
0.9915338148719707,
0.9959249346279149,
0.9974669299411294,
0.998836760902492,
0.9996191629515319,
0.9997816733110425
],
"train_f1": [
0.8176159220834216,
0.9132273001811959,
0.9514662468018107,
0.9721193215051667,
0.9826890234435647,
0.9885012969917535,
0.991993192279426,
0.9946238638561207,
0.9959442234153502
],
"val_loss": [
0.19691624582434694,
0.1774458727488915,
0.27195345516471814,
0.23256856029232342,
0.31288731123010316,
0.42289219592894367,
0.358063139153334,
0.4632530469345511,
0.474098086887534
],
"val_acc": [
0.8307291666666666,
0.8380208333333333,
0.8677083333333333,
0.8635416666666667,
0.846875,
0.8770833333333333,
0.8697916666666666,
0.8817708333333333,
0.8776041666666666
],
"val_auc": [
0.9075520833333334,
0.928791232638889,
0.9198922164351852,
0.9320630787037036,
0.9189192708333334,
0.9173234953703704,
0.9229318576388889,
0.9175361689814816,
0.9185105613425926
],
"val_f1": [
0.8822890257153205,
0.8846011131725418,
0.9121107266435986,
0.906761565836299,
0.8943965517241379,
0.9186767746381805,
0.9119718309859155,
0.9215347390252333,
0.9198225861480723
]
},
"test_metrics": {
"accuracy": 0.8745833333333334,
"auc_roc": 0.9403236111111113,
"f1": 0.9146583498724128,
"confusion_matrix": [
[
972,
228
],
[
374,
3226
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.9141666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
103,
1097
]
],
"n": 1200,
"detection_rate": 0.9141666666666667,
"pairwise_auc": 0.9481944444444446,
"pairwise_f1": 0.8689108910891089
},
"insight": {
"accuracy": 0.8275,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
207,
993
]
],
"n": 1200,
"detection_rate": 0.8275,
"pairwise_auc": 0.9102131944444445,
"pairwise_f1": 0.8203221809169765
},
"text2img": {
"accuracy": 0.9466666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
64,
1136
]
],
"n": 1200,
"detection_rate": 0.9466666666666667,
"pairwise_auc": 0.9625631944444444,
"pairwise_f1": 0.8861154446177847
},
"wiki": {
"accuracy": 0.81,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
972,
228
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.18999999999999995
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8620833333333333,
"auc_roc": 0.9481944444444446,
"f1": 0.8689108910891089,
"confusion_matrix": [
[
972,
228
],
[
103,
1097
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.81875,
"auc_roc": 0.9102131944444445,
"f1": 0.8203221809169765,
"confusion_matrix": [
[
972,
228
],
[
207,
993
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.8783333333333333,
"auc_roc": 0.9625631944444444,
"f1": 0.8861154446177847,
"confusion_matrix": [
[
972,
228
],
[
64,
1136
]
]
}
}
},
{
"fold": 1,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.23669152959353393,
0.13688683253540485,
0.08269713706233435,
0.05615546396260874,
0.03753572171316827,
0.031078304888527513,
0.018910827419474825,
0.011221361623675976,
0.00673896867634472
],
"train_acc": [
0.7619212962962963,
0.8825810185185186,
0.9376736111111111,
0.9609953703703704,
0.9765625,
0.9829282407407407,
0.9889467592592592,
0.9935185185185185,
0.9955439814814815
],
"train_auc": [
0.8549236164694787,
0.9544764785522405,
0.9836320355366941,
0.9923031603652263,
0.996373626471765,
0.9974486400462963,
0.9989359174954275,
0.9995332683184728,
0.9997378507944673
],
"train_f1": [
0.8274184075845289,
0.9185892549051077,
0.9577597364395811,
0.973719098494892,
0.9843005000581463,
0.9885910971883822,
0.9926126474569715,
0.9956709956709957,
0.997024154589372
],
"val_loss": [
0.19221198732654254,
0.20249952741432936,
0.36335805027047174,
0.2351263621201118,
0.333601384274516,
0.3226143382489681,
0.421671195969005,
0.40155297291930764,
0.45411645335928674
],
"val_acc": [
0.8057291666666667,
0.8567708333333334,
0.8578125,
0.8729166666666667,
0.8791666666666667,
0.8546875,
0.8755208333333333,
0.8739583333333333,
0.8755208333333333
],
"val_auc": [
0.9083029513888888,
0.9268113425925926,
0.9027604166666667,
0.9329014756944443,
0.9275462962962964,
0.9208470775462965,
0.9181640624999998,
0.9201468460648148,
0.9158521412037037
],
"val_f1": [
0.8588724933787363,
0.9019607843137255,
0.9068577277379734,
0.9143859649122807,
0.9193884642112579,
0.9003215434083601,
0.9172724125995154,
0.9156794425087108,
0.9170426935091982
]
},
"test_metrics": {
"accuracy": 0.8727083333333333,
"auc_roc": 0.9351839120370371,
"f1": 0.9141733389521001,
"confusion_matrix": [
[
935,
265
],
[
346,
3254
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.9208333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
95,
1105
]
],
"n": 1200,
"detection_rate": 0.9208333333333333,
"pairwise_auc": 0.9446645833333335,
"pairwise_f1": 0.8599221789883269
},
"insight": {
"accuracy": 0.8508333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
179,
1021
]
],
"n": 1200,
"detection_rate": 0.8508333333333333,
"pairwise_auc": 0.906173263888889,
"pairwise_f1": 0.8213998390989542
},
"text2img": {
"accuracy": 0.94,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
72,
1128
]
],
"n": 1200,
"detection_rate": 0.94,
"pairwise_auc": 0.9547138888888889,
"pairwise_f1": 0.8700347088314694
},
"wiki": {
"accuracy": 0.7791666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
935,
265
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.22083333333333333
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.85,
"auc_roc": 0.9446645833333335,
"f1": 0.8599221789883269,
"confusion_matrix": [
[
935,
265
],
[
95,
1105
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.815,
"auc_roc": 0.906173263888889,
"f1": 0.8213998390989542,
"confusion_matrix": [
[
935,
265
],
[
179,
1021
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.8595833333333334,
"auc_roc": 0.9547138888888889,
"f1": 0.8700347088314694,
"confusion_matrix": [
[
935,
265
],
[
72,
1128
]
]
}
}
},
{
"fold": 2,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.23555645521868157,
0.14330073559863699,
0.08902234849864962,
0.0596706295705021,
0.04015614009652011,
0.027025900888973546,
0.020126515977770192,
0.014928802549049444,
0.010074229028281546
],
"train_acc": [
0.7581597222222223,
0.8776041666666666,
0.9295717592592593,
0.9575231481481481,
0.9728587962962963,
0.9838541666666667,
0.9872106481481482,
0.9912615740740741,
0.9932291666666667
],
"train_auc": [
0.8572669020776176,
0.950374871399177,
0.981142037822931,
0.9912892232510288,
0.9959913515946502,
0.9978648155292638,
0.9987725230052584,
0.9994318790723594,
0.9996619405864198
],
"train_f1": [
0.8229462356480108,
0.9149817100132652,
0.9521111242277575,
0.9713437963613649,
0.9817984243412117,
0.9892048752176437,
0.9914490230218611,
0.994165604111124,
0.9954789597743344
],
"val_loss": [
0.16975419651716947,
0.18313004115285972,
0.19825653905281798,
0.2172380828880705,
0.3135680136232016,
0.27533191804541274,
0.37277434571054374,
0.3967378988515217,
0.3754097615553292
],
"val_acc": [
0.7963541666666667,
0.8666666666666667,
0.8807291666666667,
0.8796875,
0.8838541666666667,
0.8739583333333333,
0.8838541666666667,
0.8833333333333333,
0.8885416666666667
],
"val_auc": [
0.9309266493055555,
0.9361125578703705,
0.9378175636574075,
0.9413896122685185,
0.9364113136574075,
0.9379557291666667,
0.9314489293981483,
0.9296419270833334,
0.934572482638889
],
"val_f1": [
0.8475633528265107,
0.9092198581560283,
0.9189380530973451,
0.918804920913884,
0.923394022672621,
0.9138790035587189,
0.9233413544173256,
0.9231297185998627,
0.925642807505212
]
},
"test_metrics": {
"accuracy": 0.8754166666666666,
"auc_roc": 0.9345337962962963,
"f1": 0.9168982768204558,
"confusion_matrix": [
[
903,
297
],
[
301,
3299
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.925,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
90,
1110
]
],
"n": 1200,
"detection_rate": 0.925,
"pairwise_auc": 0.9392815972222223,
"pairwise_f1": 0.8515535097813579
},
"insight": {
"accuracy": 0.8683333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
158,
1042
]
],
"n": 1200,
"detection_rate": 0.8683333333333333,
"pairwise_auc": 0.9052475694444445,
"pairwise_f1": 0.8207955888144939
},
"text2img": {
"accuracy": 0.9558333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
53,
1147
]
],
"n": 1200,
"detection_rate": 0.9558333333333333,
"pairwise_auc": 0.9590722222222223,
"pairwise_f1": 0.867624810892587
},
"wiki": {
"accuracy": 0.7525,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
903,
297
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.24750000000000005
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.83875,
"auc_roc": 0.9392815972222223,
"f1": 0.8515535097813579,
"confusion_matrix": [
[
903,
297
],
[
90,
1110
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.8104166666666667,
"auc_roc": 0.9052475694444445,
"f1": 0.8207955888144939,
"confusion_matrix": [
[
903,
297
],
[
158,
1042
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.8541666666666666,
"auc_roc": 0.9590722222222223,
"f1": 0.867624810892587,
"confusion_matrix": [
[
903,
297
],
[
53,
1147
]
]
}
}
},
{
"fold": 3,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.23815842890353114,
0.14449559769558687,
0.08685155709757021,
0.054759029798744314,
0.04165420382557419,
0.02688520766279436,
0.022700919520435424
],
"train_acc": [
0.7540509259259259,
0.8746527777777777,
0.9336805555555555,
0.9614583333333333,
0.9749421296296297,
0.983738425925926,
0.9868055555555556
],
"train_auc": [
0.8530149748513945,
0.9498039016060815,
0.9820211405464107,
0.9928622345821903,
0.9958028263603109,
0.9981013606681528,
0.9986642839791953
],
"train_f1": [
0.8199457719030673,
0.9131027842413544,
0.9549492884660744,
0.9740674402305116,
0.9832046856211939,
0.9891224402895521,
0.991183976490604
],
"val_loss": [
0.18737150949115555,
0.16689071032839517,
0.20768918559576074,
0.25156240473346164,
0.37945238465520864,
0.31712872185744345,
0.3442687667479428
],
"val_acc": [
0.80625,
0.8416666666666667,
0.8677083333333333,
0.86875,
0.8729166666666667,
0.8635416666666667,
0.8791666666666667
],
"val_auc": [
0.9110677083333334,
0.9324168113425926,
0.9296209490740741,
0.9280975115740739,
0.92453125,
0.9245305266203704,
0.9291030092592594
],
"val_f1": [
0.8589840788476119,
0.8883994126284875,
0.910056657223796,
0.9105748757984387,
0.9170068027210885,
0.906761565836299,
0.9193884642112579
]
},
"test_metrics": {
"accuracy": 0.8420833333333333,
"auc_roc": 0.9320532407407407,
"f1": 0.8883981154299175,
"confusion_matrix": [
[
1025,
175
],
[
583,
3017
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.8416666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
190,
1010
]
],
"n": 1200,
"detection_rate": 0.8416666666666667,
"pairwise_auc": 0.9318243055555555,
"pairwise_f1": 0.8469601677148847
},
"insight": {
"accuracy": 0.7483333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
302,
898
]
],
"n": 1200,
"detection_rate": 0.7483333333333333,
"pairwise_auc": 0.9008222222222222,
"pairwise_f1": 0.7901451825780906
},
"text2img": {
"accuracy": 0.9241666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
91,
1109
]
],
"n": 1200,
"detection_rate": 0.9241666666666667,
"pairwise_auc": 0.9635131944444445,
"pairwise_f1": 0.892914653784219
},
"wiki": {
"accuracy": 0.8541666666666666,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
1025,
175
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.14583333333333337
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8479166666666667,
"auc_roc": 0.9318243055555555,
"f1": 0.8469601677148847,
"confusion_matrix": [
[
1025,
175
],
[
190,
1010
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.80125,
"auc_roc": 0.9008222222222222,
"f1": 0.7901451825780906,
"confusion_matrix": [
[
1025,
175
],
[
302,
898
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.8891666666666667,
"auc_roc": 0.9635131944444445,
"f1": 0.892914653784219,
"confusion_matrix": [
[
1025,
175
],
[
91,
1109
]
]
}
}
},
{
"fold": 4,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.23552175492600158,
0.14149037405020662,
0.08607236144684807,
0.05892389668194853,
0.04063106574294916,
0.026183983484683,
0.019621156936153527
],
"train_acc": [
0.7596643518518519,
0.8807291666666667,
0.9306712962962963,
0.9576388888888889,
0.9722800925925926,
0.983912037037037,
0.9885416666666667
],
"train_auc": [
0.8568183888460219,
0.9515533282607452,
0.9821654056641518,
0.9914928322902378,
0.9959625771604939,
0.9977760005858483,
0.998805682370256
],
"train_f1": [
0.8240776041004787,
0.9173782321106434,
0.9528197857592943,
0.971444175704143,
0.9814218671217468,
0.9892298155896482,
0.9923463471202165
],
"val_loss": [
0.19069901450226703,
0.15564801689858238,
0.21845358079299332,
0.254469917776684,
0.24185769132260854,
0.30473897442764913,
0.35159544888107724
],
"val_acc": [
0.8317708333333333,
0.8557291666666667,
0.8572916666666667,
0.878125,
0.8802083333333334,
0.8755208333333333,
0.8828125
],
"val_auc": [
0.9150571469907408,
0.9409252025462964,
0.9299233217592591,
0.934763454861111,
0.9404072627314813,
0.9310828993055555,
0.930873119212963
],
"val_f1": [
0.882417182380779,
0.8987202925045704,
0.9016511127063891,
0.91875,
0.9192982456140351,
0.9155178508306823,
0.9222260629104736
]
},
"test_metrics": {
"accuracy": 0.8604166666666667,
"auc_roc": 0.9406895833333333,
"f1": 0.9021612149532711,
"confusion_matrix": [
[
1041,
159
],
[
511,
3089
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.8758333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
149,
1051
]
],
"n": 1200,
"detection_rate": 0.8758333333333334,
"pairwise_auc": 0.9438777777777778,
"pairwise_f1": 0.8721991701244813
},
"insight": {
"accuracy": 0.7725,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
273,
927
]
],
"n": 1200,
"detection_rate": 0.7725,
"pairwise_auc": 0.9121888888888889,
"pairwise_f1": 0.8110236220472441
},
"text2img": {
"accuracy": 0.9258333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
89,
1111
]
],
"n": 1200,
"detection_rate": 0.9258333333333333,
"pairwise_auc": 0.9660020833333334,
"pairwise_f1": 0.8995951417004049
},
"wiki": {
"accuracy": 0.8675,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
1041,
159
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.13249999999999995
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8716666666666667,
"auc_roc": 0.9438777777777778,
"f1": 0.8721991701244813,
"confusion_matrix": [
[
1041,
159
],
[
149,
1051
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.82,
"auc_roc": 0.9121888888888889,
"f1": 0.8110236220472441,
"confusion_matrix": [
[
1041,
159
],
[
273,
927
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.8966666666666666,
"auc_roc": 0.9660020833333334,
"f1": 0.8995951417004049,
"confusion_matrix": [
[
1041,
159
],
[
89,
1111
]
]
}
}
}
],
"aggregated_metrics": {
"accuracy": {
"mean": 0.8650416666666667,
"std": 0.014194519188757335,
"ci_95": 0.012442044647082734,
"values": [
0.8745833333333334,
0.8727083333333333,
0.8754166666666666,
0.8420833333333333,
0.8604166666666667
]
},
"auc_roc": {
"mean": 0.9365568287037037,
"std": 0.003792366522656302,
"ci_95": 0.003324155821379563,
"values": [
0.9403236111111113,
0.9351839120370371,
0.9345337962962963,
0.9320532407407407,
0.9406895833333333
]
},
"f1": {
"mean": 0.9072578592056315,
"std": 0.012012436180286749,
"ci_95": 0.010529364558803643,
"values": [
0.9146583498724128,
0.9141733389521001,
0.9168982768204558,
0.8883981154299175,
0.9021612149532711
]
}
},
"aggregated_per_source": {
"inpainting": {
"accuracy": {
"mean": 0.8955,
"std": 0.035865295822625584,
"ci_95": 0.03143731788107178,
"values": [
0.9141666666666667,
0.9208333333333333,
0.925,
0.8416666666666667,
0.8758333333333334
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"detection_rate": {
"mean": 0.8955,
"std": 0.035865295822625584,
"ci_95": 0.03143731788107178,
"values": [
0.9141666666666667,
0.9208333333333333,
0.925,
0.8416666666666667,
0.8758333333333334
]
},
"pairwise_auc": {
"mean": 0.9415685416666667,
"std": 0.0063047776590499085,
"ci_95": 0.005526381280033774,
"values": [
0.9481944444444446,
0.9446645833333335,
0.9392815972222223,
0.9318243055555555,
0.9438777777777778
]
},
"pairwise_f1": {
"mean": 0.8599091835396319,
"std": 0.010834770102868352,
"ci_95": 0.00949709472847364,
"values": [
0.8689108910891089,
0.8599221789883269,
0.8515535097813579,
0.8469601677148847,
0.8721991701244813
]
}
},
"insight": {
"accuracy": {
"mean": 0.8135,
"std": 0.0512936805724318,
"ci_95": 0.044960893377838186,
"values": [
0.8275,
0.8508333333333333,
0.8683333333333333,
0.7483333333333333,
0.7725
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"detection_rate": {
"mean": 0.8135,
"std": 0.0512936805724318,
"ci_95": 0.044960893377838186,
"values": [
0.8275,
0.8508333333333333,
0.8683333333333333,
0.7483333333333333,
0.7725
]
},
"pairwise_auc": {
"mean": 0.9069290277777778,
"std": 0.004448130081238437,
"ci_95": 0.003898957923889036,
"values": [
0.9102131944444445,
0.906173263888889,
0.9052475694444445,
0.9008222222222222,
0.9121888888888889
]
},
"pairwise_f1": {
"mean": 0.812737282691152,
"std": 0.013330852209377185,
"ci_95": 0.01168500716136289,
"values": [
0.8203221809169765,
0.8213998390989542,
0.8207955888144939,
0.7901451825780906,
0.8110236220472441
]
}
},
"text2img": {
"accuracy": {
"mean": 0.9385000000000001,
"std": 0.01355800296667781,
"ci_95": 0.011884113578873076,
"values": [
0.9466666666666667,
0.94,
0.9558333333333333,
0.9241666666666667,
0.9258333333333333
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"detection_rate": {
"mean": 0.9385000000000001,
"std": 0.01355800296667781,
"ci_95": 0.011884113578873076,
"values": [
0.9466666666666667,
0.94,
0.9558333333333333,
0.9241666666666667,
0.9258333333333333
]
},
"pairwise_auc": {
"mean": 0.9611729166666667,
"std": 0.0043835653312689635,
"ci_95": 0.003842364425295284,
"values": [
0.9625631944444444,
0.9547138888888889,
0.9590722222222223,
0.9635131944444445,
0.9660020833333334
]
},
"pairwise_f1": {
"mean": 0.883256951965293,
"std": 0.014031840368382521,
"ci_95": 0.01229945037394657,
"values": [
0.8861154446177847,
0.8700347088314694,
0.867624810892587,
0.892914653784219,
0.8995951417004049
]
}
},
"wiki": {
"accuracy": {
"mean": 0.8126666666666666,
"std": 0.04867836617362312,
"ci_95": 0.04266846923275626,
"values": [
0.81,
0.7791666666666667,
0.7525,
0.8541666666666666,
0.8675
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"false_alarm_rate": {
"mean": 0.18733333333333332,
"std": 0.04867836617362312,
"ci_95": 0.04266846923275626,
"values": [
0.18999999999999995,
0.22083333333333333,
0.24750000000000005,
0.14583333333333337,
0.13249999999999995
]
}
}
},
"aggregated_pairwise": {
"wiki_vs_inpainting": {
"accuracy": {
"mean": 0.8540833333333333,
"std": 0.012874258338940466,
"ci_95": 0.011284784987859647,
"values": [
0.8620833333333333,
0.85,
0.83875,
0.8479166666666667,
0.8716666666666667
]
},
"auc_roc": {
"mean": 0.9415685416666667,
"std": 0.0063047776590499085,
"ci_95": 0.005526381280033774,
"values": [
0.9481944444444446,
0.9446645833333335,
0.9392815972222223,
0.9318243055555555,
0.9438777777777778
]
},
"f1": {
"mean": 0.8599091835396319,
"std": 0.010834770102868352,
"ci_95": 0.00949709472847364,
"values": [
0.8689108910891089,
0.8599221789883269,
0.8515535097813579,
0.8469601677148847,
0.8721991701244813
]
}
},
"wiki_vs_insight": {
"accuracy": {
"mean": 0.8130833333333334,
"std": 0.0075954573412153285,
"ci_95": 0.006657711902581657,
"values": [
0.81875,
0.815,
0.8104166666666667,
0.80125,
0.82
]
},
"auc_roc": {
"mean": 0.9069290277777778,
"std": 0.004448130081238437,
"ci_95": 0.003898957923889036,
"values": [
0.9102131944444445,
0.906173263888889,
0.9052475694444445,
0.9008222222222222,
0.9121888888888889
]
},
"f1": {
"mean": 0.812737282691152,
"std": 0.013330852209377185,
"ci_95": 0.01168500716136289,
"values": [
0.8203221809169765,
0.8213998390989542,
0.8207955888144939,
0.7901451825780906,
0.8110236220472441
]
}
},
"wiki_vs_text2img": {
"accuracy": {
"mean": 0.8755833333333334,
"std": 0.018379676275712787,
"ci_95": 0.01611049657831811,
"values": [
0.8783333333333333,
0.8595833333333334,
0.8541666666666666,
0.8891666666666667,
0.8966666666666666
]
},
"auc_roc": {
"mean": 0.9611729166666667,
"std": 0.0043835653312689635,
"ci_95": 0.003842364425295284,
"values": [
0.9625631944444444,
0.9547138888888889,
0.9590722222222223,
0.9635131944444445,
0.9660020833333334
]
},
"f1": {
"mean": 0.883256951965293,
"std": 0.014031840368382521,
"ci_95": 0.01229945037394657,
"values": [
0.8861154446177847,
0.8700347088314694,
0.867624810892587,
0.892914653784219,
0.8995951417004049
]
}
}
},
"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": "data",
"run_name": "p1_resnet18_baseline",
"backbone": "resnet18",
"pretrained": true,
"epochs": 15,
"image_size": 128,
"subsample": 0.2,
"augment": false
}
}