Files
DRL_PROJ/classifier/outputs/logs/p3_mobilenetv3_small.json
2026-05-05 11:42:01 +01:00

1657 lines
38 KiB
JSON

{
"run_name": "p3_mobilenetv3_small",
"n_folds": 5,
"fold_results": [
{
"fold": 0,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.21218074295255873,
0.13277151396636058,
0.1021481558887495,
0.07996781544449429,
0.060434623978842326,
0.05049107022393771,
0.039388784910638436,
0.028939813164039083,
0.02396829739980738,
0.01571510569449233
],
"train_acc": [
0.7969328703703704,
0.8913773148148149,
0.9219328703703704,
0.939699074074074,
0.9557291666666666,
0.9663194444444444,
0.9740162037037037,
0.9804976851851852,
0.9833333333333333,
0.9894097222222222
],
"train_auc": [
0.8846377743484225,
0.9575780803469364,
0.9752000278635117,
0.9848739533321901,
0.99124736546925,
0.9942682434556471,
0.9963542381115684,
0.9979329293124143,
0.9986672489426155,
0.9993458236882716
],
"train_f1": [
0.8545853880900087,
0.9251744070161451,
0.9468541937517236,
0.9591820745847697,
0.9701556587211797,
0.9774138466314809,
0.982577315587288,
0.9869435511991012,
0.9888484473011694,
0.9929187787795535
],
"val_loss": [
0.1599124413449317,
0.13173955893144013,
0.1388424592364269,
0.13763202510308475,
0.1327046855983402,
0.1615519176547726,
0.20638603230618174,
0.20039482988055776,
0.1953433026203129,
0.25831733345609487
],
"val_acc": [
0.8895833333333333,
0.8723958333333334,
0.9135416666666667,
0.9067708333333333,
0.9239583333333333,
0.9078125,
0.9192708333333334,
0.9213541666666667,
0.9161458333333333,
0.9223958333333333
],
"val_auc": [
0.9496961805555554,
0.9599197048611112,
0.965716869212963,
0.9661451099537037,
0.9714438657407407,
0.9656416377314816,
0.9629955150462963,
0.9664308449074074,
0.9661820023148149,
0.9618026620370371
],
"val_f1": [
0.9263888888888889,
0.9095607235142119,
0.9421199442119944,
0.9370826010544816,
0.9491289198606272,
0.937477922995408,
0.9461992363762582,
0.9471473573678684,
0.9432499118787452,
0.9486737857388908
]
},
"test_metrics": {
"accuracy": 0.9210416666666666,
"auc_roc": 0.9712759259259258,
"f1": 0.9468368635152196,
"confusion_matrix": [
[
1046,
154
],
[
225,
3375
]
]
},
"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": 0.9666506944444445,
"pairwise_f1": 0.900974025974026
},
"insight": {
"accuracy": 0.9141666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
103,
1097
]
],
"n": 1200,
"detection_rate": 0.9141666666666667,
"pairwise_auc": 0.9610736111111111,
"pairwise_f1": 0.8951448388412893
},
"text2img": {
"accuracy": 0.9733333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
32,
1168
]
],
"n": 1200,
"detection_rate": 0.9733333333333334,
"pairwise_auc": 0.9861034722222222,
"pairwise_f1": 0.9262490087232356
},
"wiki": {
"accuracy": 0.8716666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
1046,
154
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.1283333333333333
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8983333333333333,
"auc_roc": 0.9666506944444445,
"f1": 0.900974025974026,
"confusion_matrix": [
[
1046,
154
],
[
90,
1110
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.8929166666666667,
"auc_roc": 0.9610736111111111,
"f1": 0.8951448388412893,
"confusion_matrix": [
[
1046,
154
],
[
103,
1097
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.9225,
"auc_roc": 0.9861034722222222,
"f1": 0.9262490087232356,
"confusion_matrix": [
[
1046,
154
],
[
32,
1168
]
]
}
}
},
{
"fold": 1,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.21668534226439617,
0.1314439894390051,
0.10657521119272267,
0.07994892044441292,
0.061171490301084874,
0.05102915394257892,
0.036623445882556824,
0.03262595429065793
],
"train_acc": [
0.7876157407407407,
0.8909722222222223,
0.9174189814814815,
0.9410879629629629,
0.9556134259259259,
0.9633101851851852,
0.9760416666666667,
0.9790509259259259
],
"train_auc": [
0.8797282503858024,
0.958232095907636,
0.9731424504172382,
0.9847290273491084,
0.9907720603995198,
0.9936988007973251,
0.9968317311814128,
0.9973761145404665
],
"train_f1": [
0.8465205754432921,
0.924730323611666,
0.943723626611981,
0.9601315892535442,
0.9700495919403335,
0.975326899128269,
0.9839609483960948,
0.985980946479746
],
"val_loss": [
0.1493083606318881,
0.1332949800649658,
0.12987089032928148,
0.16270457729697227,
0.17270868228612624,
0.18637286826463725,
0.2565473230487745,
0.26296898201999286
],
"val_acc": [
0.89375,
0.903125,
0.9057291666666667,
0.9177083333333333,
0.9057291666666667,
0.9078125,
0.9098958333333333,
0.9171875
],
"val_auc": [
0.9521195023148148,
0.9618192997685185,
0.9651041666666667,
0.9634252025462964,
0.9611053240740741,
0.9581018518518518,
0.950601851851852,
0.9547410300925927
],
"val_f1": [
0.9278642149929278,
0.9340425531914893,
0.935929203539823,
0.9452908587257618,
0.9363796133567662,
0.9372562920950017,
0.9397002439874521,
0.9450777202072539
]
},
"test_metrics": {
"accuracy": 0.9085416666666667,
"auc_roc": 0.9634663194444445,
"f1": 0.9376863023420866,
"confusion_matrix": [
[
1058,
142
],
[
297,
3303
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.89,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
132,
1068
]
],
"n": 1200,
"detection_rate": 0.89,
"pairwise_auc": 0.9511392361111112,
"pairwise_f1": 0.8863070539419087
},
"insight": {
"accuracy": 0.8908333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
131,
1069
]
],
"n": 1200,
"detection_rate": 0.8908333333333334,
"pairwise_auc": 0.9538555555555556,
"pairwise_f1": 0.8867689755288262
},
"text2img": {
"accuracy": 0.9716666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
34,
1166
]
],
"n": 1200,
"detection_rate": 0.9716666666666667,
"pairwise_auc": 0.9854041666666667,
"pairwise_f1": 0.9298245614035088
},
"wiki": {
"accuracy": 0.8816666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
1058,
142
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.11833333333333329
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8858333333333334,
"auc_roc": 0.9511392361111112,
"f1": 0.8863070539419087,
"confusion_matrix": [
[
1058,
142
],
[
132,
1068
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.88625,
"auc_roc": 0.9538555555555556,
"f1": 0.8867689755288262,
"confusion_matrix": [
[
1058,
142
],
[
131,
1069
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.9266666666666666,
"auc_roc": 0.9854041666666667,
"f1": 0.9298245614035088,
"confusion_matrix": [
[
1058,
142
],
[
34,
1166
]
]
}
}
},
{
"fold": 2,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.2204104232981249,
0.13763563461877681,
0.10055311655591208,
0.08203031489780793,
0.0636024187905369,
0.05151092803097088,
0.040638054257983135,
0.02824621118429436
],
"train_acc": [
0.7753472222222222,
0.8875,
0.9191550925925925,
0.938136574074074,
0.9546296296296296,
0.9646412037037037,
0.9731481481481481,
0.9814236111111111
],
"train_auc": [
0.8725610585991084,
0.9546696387745771,
0.9754571402034751,
0.9838291341592363,
0.9900558163294466,
0.9937081332876085,
0.9961024216249428,
0.9976673507516003
],
"train_f1": [
0.8361333896158717,
0.9222337787022962,
0.9447454811533441,
0.9579812114303683,
0.9693390692217442,
0.9762266059686393,
0.9819959646127581,
0.9875557278542353
],
"val_loss": [
0.17078705870856842,
0.13740695872499298,
0.13146800048028429,
0.13284930942463688,
0.17224184745864476,
0.20362560852663592,
0.21552294058892585,
0.24551390389557734
],
"val_acc": [
0.8921875,
0.9161458333333333,
0.9151041666666667,
0.9067708333333333,
0.9151041666666667,
0.9161458333333333,
0.9135416666666667,
0.9177083333333333
],
"val_auc": [
0.9481980613425927,
0.9650180844907408,
0.9681850405092592,
0.9675397858796296,
0.9641753472222222,
0.9640125868055555,
0.9599811921296295,
0.9606141493055556
],
"val_f1": [
0.9282992726013163,
0.9437259699405802,
0.9425044091710758,
0.9360942520528382,
0.9429471473573678,
0.9440389294403893,
0.942240779401531,
0.9451388888888889
]
},
"test_metrics": {
"accuracy": 0.9160416666666666,
"auc_roc": 0.9662616898148148,
"f1": 0.9434544689210046,
"confusion_matrix": [
[
1035,
165
],
[
238,
3362
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.9183333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
98,
1102
]
],
"n": 1200,
"detection_rate": 0.9183333333333333,
"pairwise_auc": 0.9588486111111112,
"pairwise_f1": 0.8933927847588163
},
"insight": {
"accuracy": 0.9083333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
110,
1090
]
],
"n": 1200,
"detection_rate": 0.9083333333333333,
"pairwise_auc": 0.9560364583333332,
"pairwise_f1": 0.8879837067209776
},
"text2img": {
"accuracy": 0.975,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
30,
1170
]
],
"n": 1200,
"detection_rate": 0.975,
"pairwise_auc": 0.9839000000000001,
"pairwise_f1": 0.9230769230769231
},
"wiki": {
"accuracy": 0.8625,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
1035,
165
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.13749999999999996
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8904166666666666,
"auc_roc": 0.9588486111111112,
"f1": 0.8933927847588163,
"confusion_matrix": [
[
1035,
165
],
[
98,
1102
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.8854166666666666,
"auc_roc": 0.9560364583333332,
"f1": 0.8879837067209776,
"confusion_matrix": [
[
1035,
165
],
[
110,
1090
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.91875,
"auc_roc": 0.9839000000000001,
"f1": 0.9230769230769231,
"confusion_matrix": [
[
1035,
165
],
[
30,
1170
]
]
}
}
},
{
"fold": 3,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.21376656876807965,
0.13005489186832198,
0.1016177341117765,
0.07947396896089669,
0.06092459237271989,
0.047029034814288564,
0.038066642236339654,
0.029511018184819948,
0.01922926662668437
],
"train_acc": [
0.783912037037037,
0.8907407407407407,
0.9197916666666667,
0.9390046296296296,
0.9552083333333333,
0.9673611111111111,
0.9744212962962963,
0.9803240740740741,
0.9870949074074075
],
"train_auc": [
0.8817323602537723,
0.9587023194587334,
0.9750108239026063,
0.9850611479052355,
0.99081112289952,
0.994710558842021,
0.9965596868569959,
0.9978446412751486,
0.9990664384002057
],
"train_f1": [
0.8441829410782841,
0.924425586422224,
0.945273631840796,
0.9587055320482682,
0.9697963006321705,
0.9780766539687475,
0.9828535960896889,
0.9868380303499535,
0.9913783104581481
],
"val_loss": [
0.15234526932860415,
0.14175559830230972,
0.12728040980485578,
0.1402192492717101,
0.16635804822532615,
0.1776896538756167,
0.19778957384405657,
0.25235894794022895,
0.2533506410869298
],
"val_acc": [
0.8729166666666667,
0.9046875,
0.9,
0.9125,
0.903125,
0.8921875,
0.915625,
0.9229166666666667,
0.915625
],
"val_auc": [
0.9429166666666666,
0.9582993344907407,
0.9664554398148149,
0.9671216724537037,
0.9616059027777778,
0.9615646701388889,
0.9622113715277778,
0.9621426504629629,
0.9627756076388889
],
"val_f1": [
0.9115942028985508,
0.936214708957825,
0.9319631467044649,
0.9409282700421941,
0.9335239456754825,
0.9255127743792732,
0.9431977559607293,
0.9488243430152143,
0.9431578947368421
]
},
"test_metrics": {
"accuracy": 0.919375,
"auc_roc": 0.9686056712962963,
"f1": 0.9455619637079758,
"confusion_matrix": [
[
1052,
148
],
[
239,
3361
]
]
},
"source_metrics": {
"inpainting": {
"accuracy": 0.9083333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
110,
1090
]
],
"n": 1200,
"detection_rate": 0.9083333333333333,
"pairwise_auc": 0.9585697916666668,
"pairwise_f1": 0.8941755537325676
},
"insight": {
"accuracy": 0.9166666666666666,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
100,
1100
]
],
"n": 1200,
"detection_rate": 0.9166666666666666,
"pairwise_auc": 0.96234375,
"pairwise_f1": 0.8986928104575164
},
"text2img": {
"accuracy": 0.9758333333333333,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
29,
1171
]
],
"n": 1200,
"detection_rate": 0.9758333333333333,
"pairwise_auc": 0.9849034722222222,
"pairwise_f1": 0.9297340214370782
},
"wiki": {
"accuracy": 0.8766666666666667,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
1052,
148
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.1233333333333333
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8925,
"auc_roc": 0.9585697916666668,
"f1": 0.8941755537325676,
"confusion_matrix": [
[
1052,
148
],
[
110,
1090
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.8966666666666666,
"auc_roc": 0.96234375,
"f1": 0.8986928104575164,
"confusion_matrix": [
[
1052,
148
],
[
100,
1100
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.92625,
"auc_roc": 0.9849034722222222,
"f1": 0.9297340214370782,
"confusion_matrix": [
[
1052,
148
],
[
29,
1171
]
]
}
}
},
{
"fold": 4,
"train_size": 17280,
"val_size": 1920,
"test_size": 4800,
"history": {
"train_loss": [
0.22211545130444899,
0.13726882947677815,
0.10590094614049626,
0.0792858611671599,
0.06587177645760002,
0.050882136166695055,
0.03713606289648278,
0.028020461664170767,
0.026683380827927504,
0.02203933680822148,
0.016704037210205216
],
"train_acc": [
0.7792824074074074,
0.8861111111111111,
0.9171296296296296,
0.9403935185185185,
0.9514467592592593,
0.9649305555555555,
0.9751157407407407,
0.9820023148148148,
0.9846643518518519,
0.9869791666666666,
0.9890625
],
"train_auc": [
0.8722807355967077,
0.9540933820587563,
0.9732068222736625,
0.9846696209133516,
0.9896924118369914,
0.9937222793781435,
0.996372912022748,
0.9978854273834018,
0.9983555259059214,
0.9988915502114768,
0.9993319544467307
],
"train_f1": [
0.8403649757240917,
0.921191734742912,
0.9434171013118382,
0.9595634422110553,
0.9672431968141179,
0.9763926762758084,
0.9833178150217257,
0.9879490060836207,
0.9897544944906244,
0.9913050199018434,
0.9926962167175484
],
"val_loss": [
0.16186182308010758,
0.1564141693059355,
0.13674026299268008,
0.12408088110387325,
0.17875064068163435,
0.1664262376570453,
0.15911365750556192,
0.21940859338792507,
0.22924538743973244,
0.2207129465416074,
0.24139637431362643
],
"val_acc": [
0.8942708333333333,
0.8927083333333333,
0.909375,
0.9026041666666667,
0.9177083333333333,
0.925,
0.9125,
0.9223958333333333,
0.9244791666666666,
0.91875,
0.9265625
],
"val_auc": [
0.9505396412037036,
0.9564916087962964,
0.9657769097222222,
0.9682183159722223,
0.9637311921296297,
0.9698820891203703,
0.9698314525462963,
0.9637536168981482,
0.9638317418981481,
0.9665335648148148,
0.9630324074074075
],
"val_f1": [
0.9294894060437652,
0.9281729428172942,
0.9389901823281908,
0.93270960777258,
0.9452529452529452,
0.9498956158663883,
0.9400428265524625,
0.9479930191972077,
0.9495301079011487,
0.9451476793248945,
0.9507853403141361
]
},
"test_metrics": {
"accuracy": 0.9225,
"auc_roc": 0.9704186342592592,
"f1": 0.9481894150417828,
"confusion_matrix": [
[
1024,
176
],
[
196,
3404
]
]
},
"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": 0.9615777777777779,
"pairwise_f1": 0.890769850866586
},
"insight": {
"accuracy": 0.9383333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
74,
1126
]
],
"n": 1200,
"detection_rate": 0.9383333333333334,
"pairwise_auc": 0.9672996527777777,
"pairwise_f1": 0.9000799360511591
},
"text2img": {
"accuracy": 0.9775,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
0,
0
],
[
27,
1173
]
],
"n": 1200,
"detection_rate": 0.9775,
"pairwise_auc": 0.9823784722222222,
"pairwise_f1": 0.9203609258532758
},
"wiki": {
"accuracy": 0.8533333333333334,
"auc_roc": null,
"f1": null,
"confusion_matrix": [
[
1024,
176
],
[
0,
0
]
],
"n": 1200,
"false_alarm_rate": 0.1466666666666666
}
},
"pair_metrics": {
"wiki_vs_inpainting": {
"sources": [
"wiki",
"inpainting"
],
"n": 2400,
"accuracy": 0.8870833333333333,
"auc_roc": 0.9615777777777779,
"f1": 0.890769850866586,
"confusion_matrix": [
[
1024,
176
],
[
95,
1105
]
]
},
"wiki_vs_insight": {
"sources": [
"wiki",
"insight"
],
"n": 2400,
"accuracy": 0.8958333333333334,
"auc_roc": 0.9672996527777777,
"f1": 0.9000799360511591,
"confusion_matrix": [
[
1024,
176
],
[
74,
1126
]
]
},
"wiki_vs_text2img": {
"sources": [
"wiki",
"text2img"
],
"n": 2400,
"accuracy": 0.9154166666666667,
"auc_roc": 0.9823784722222222,
"f1": 0.9203609258532758,
"confusion_matrix": [
[
1024,
176
],
[
27,
1173
]
]
}
}
}
],
"aggregated_metrics": {
"accuracy": {
"mean": 0.9175000000000001,
"std": 0.005555121510822233,
"ci_95": 0.004869278694016179,
"values": [
0.9210416666666666,
0.9085416666666667,
0.9160416666666666,
0.919375,
0.9225
]
},
"auc_roc": {
"mean": 0.968005648148148,
"std": 0.003182928770928824,
"ci_95": 0.0027899600789399893,
"values": [
0.9712759259259258,
0.9634663194444445,
0.9662616898148148,
0.9686056712962963,
0.9704186342592592
]
},
"f1": {
"mean": 0.9443458027056139,
"std": 0.0041109976994330374,
"ci_95": 0.0036034483620207875,
"values": [
0.9468368635152196,
0.9376863023420866,
0.9434544689210046,
0.9455619637079758,
0.9481894150417828
]
}
},
"aggregated_per_source": {
"inpainting": {
"accuracy": {
"mean": 0.9125,
"std": 0.013994046353122219,
"ci_95": 0.012266322458938808,
"values": [
0.925,
0.89,
0.9183333333333333,
0.9083333333333333,
0.9208333333333333
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"detection_rate": {
"mean": 0.9125,
"std": 0.013994046353122219,
"ci_95": 0.012266322458938808,
"values": [
0.925,
0.89,
0.9183333333333333,
0.9083333333333333,
0.9208333333333333
]
},
"pairwise_auc": {
"mean": 0.9593572222222223,
"std": 0.00562449179695862,
"ci_95": 0.004930084430780652,
"values": [
0.9666506944444445,
0.9511392361111112,
0.9588486111111112,
0.9585697916666668,
0.9615777777777779
]
},
"pairwise_f1": {
"mean": 0.893123853854781,
"std": 0.005357557509873788,
"ci_95": 0.004696106211893378,
"values": [
0.900974025974026,
0.8863070539419087,
0.8933927847588163,
0.8941755537325676,
0.890769850866586
]
}
},
"insight": {
"accuracy": {
"mean": 0.9136666666666666,
"std": 0.01708434956326988,
"ci_95": 0.014975092654137396,
"values": [
0.9141666666666667,
0.8908333333333334,
0.9083333333333333,
0.9166666666666666,
0.9383333333333334
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"detection_rate": {
"mean": 0.9136666666666666,
"std": 0.01708434956326988,
"ci_95": 0.014975092654137396,
"values": [
0.9141666666666667,
0.8908333333333334,
0.9083333333333333,
0.9166666666666666,
0.9383333333333334
]
},
"pairwise_auc": {
"mean": 0.9601218055555556,
"std": 0.005322603044187283,
"ci_95": 0.004665467271827631,
"values": [
0.9610736111111111,
0.9538555555555556,
0.9560364583333332,
0.96234375,
0.9672996527777777
]
},
"pairwise_f1": {
"mean": 0.8937340535199537,
"std": 0.006091564052432748,
"ci_95": 0.005339491313729217,
"values": [
0.8951448388412893,
0.8867689755288262,
0.8879837067209776,
0.8986928104575164,
0.9000799360511591
]
}
},
"text2img": {
"accuracy": {
"mean": 0.9746666666666666,
"std": 0.0022515426810177145,
"ci_95": 0.001973564175687112,
"values": [
0.9733333333333334,
0.9716666666666667,
0.975,
0.9758333333333333,
0.9775
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"detection_rate": {
"mean": 0.9746666666666666,
"std": 0.0022515426810177145,
"ci_95": 0.001973564175687112,
"values": [
0.9733333333333334,
0.9716666666666667,
0.975,
0.9758333333333333,
0.9775
]
},
"pairwise_auc": {
"mean": 0.9845379166666668,
"std": 0.001449579430945527,
"ci_95": 0.001270612393380827,
"values": [
0.9861034722222222,
0.9854041666666667,
0.9839000000000001,
0.9849034722222222,
0.9823784722222222
]
},
"pairwise_f1": {
"mean": 0.9258490880988044,
"std": 0.004149152181075107,
"ci_95": 0.003636892239743178,
"values": [
0.9262490087232356,
0.9298245614035088,
0.9230769230769231,
0.9297340214370782,
0.9203609258532758
]
}
},
"wiki": {
"accuracy": {
"mean": 0.8691666666666669,
"std": 0.01133455875727953,
"ci_95": 0.009935178799487087,
"values": [
0.8716666666666667,
0.8816666666666667,
0.8625,
0.8766666666666667,
0.8533333333333334
]
},
"n": {
"mean": 1200.0,
"std": 0.0,
"ci_95": 0.0,
"values": [
1200,
1200,
1200,
1200,
1200
]
},
"false_alarm_rate": {
"mean": 0.1308333333333333,
"std": 0.01133455875727953,
"ci_95": 0.009935178799487087,
"values": [
0.1283333333333333,
0.11833333333333329,
0.13749999999999996,
0.1233333333333333,
0.1466666666666666
]
}
}
},
"aggregated_pairwise": {
"wiki_vs_inpainting": {
"accuracy": {
"mean": 0.8908333333333334,
"std": 0.004956407188904283,
"ci_95": 0.004344482452234979,
"values": [
0.8983333333333333,
0.8858333333333334,
0.8904166666666666,
0.8925,
0.8870833333333333
]
},
"auc_roc": {
"mean": 0.9593572222222223,
"std": 0.00562449179695862,
"ci_95": 0.004930084430780652,
"values": [
0.9666506944444445,
0.9511392361111112,
0.9588486111111112,
0.9585697916666668,
0.9615777777777779
]
},
"f1": {
"mean": 0.893123853854781,
"std": 0.005357557509873788,
"ci_95": 0.004696106211893378,
"values": [
0.900974025974026,
0.8863070539419087,
0.8933927847588163,
0.8941755537325676,
0.890769850866586
]
}
},
"wiki_vs_insight": {
"accuracy": {
"mean": 0.8914166666666666,
"std": 0.005291830706118851,
"ci_95": 0.004638494128246565,
"values": [
0.8929166666666667,
0.88625,
0.8854166666666666,
0.8966666666666666,
0.8958333333333334
]
},
"auc_roc": {
"mean": 0.9601218055555556,
"std": 0.005322603044187283,
"ci_95": 0.004665467271827631,
"values": [
0.9610736111111111,
0.9538555555555556,
0.9560364583333332,
0.96234375,
0.9672996527777777
]
},
"f1": {
"mean": 0.8937340535199537,
"std": 0.006091564052432748,
"ci_95": 0.005339491313729217,
"values": [
0.8951448388412893,
0.8867689755288262,
0.8879837067209776,
0.8986928104575164,
0.9000799360511591
]
}
},
"wiki_vs_text2img": {
"accuracy": {
"mean": 0.9219166666666666,
"std": 0.004846605341198456,
"ci_95": 0.004248236889189057,
"values": [
0.9225,
0.9266666666666666,
0.91875,
0.92625,
0.9154166666666667
]
},
"auc_roc": {
"mean": 0.9845379166666668,
"std": 0.001449579430945527,
"ci_95": 0.001270612393380827,
"values": [
0.9861034722222222,
0.9854041666666667,
0.9839000000000001,
0.9849034722222222,
0.9823784722222222
]
},
"f1": {
"mean": 0.9258490880988044,
"std": 0.004149152181075107,
"ci_95": 0.003636892239743178,
"values": [
0.9262490087232356,
0.9298245614035088,
0.9230769230769231,
0.9297340214370782,
0.9203609258532758
]
}
}
},
"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,
"subsample": 0.2,
"augment": false,
"run_name": "p3_mobilenetv3_small",
"backbone": "mobilenet_v3_small"
}
}