{ "run_name": "p3_resnet34", "n_folds": 5, "fold_results": [ { "fold": 0, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.18143130752982364, 0.09914765522504847, 0.0632085224350535, 0.04726770077185291, 0.02548843655111139, 0.020165729296557536, 0.01242467272374294, 0.008408245080691915, 0.0034914202498890112, 0.002486942817081736, 0.0015942691031080325 ], "train_acc": [ 0.8414351851851852, 0.9276041666666667, 0.9576388888888889, 0.970949074074074, 0.9844907407407407, 0.9883680555555555, 0.9931134259259259, 0.9952546296296296, 0.997800925925926, 0.9987847222222223, 0.9992476851851851 ], "train_auc": [ 0.9199058445501829, 0.9771592881944445, 0.9908215985082305, 0.9949528820873342, 0.9983226612511431, 0.9990990976508916, 0.9994629218821446, 0.9996075620856196, 0.9999645722593735, 0.9999848804726794, 0.9999924714934842 ], "train_f1": [ 0.8889429312581063, 0.9508853205606376, 0.9715374445913368, 0.9805350911205893, 0.9896212531949501, 0.9922294815788456, 0.9954030980801174, 0.9968332432223681, 0.9985330450895614, 0.9991897835564644, 0.9994983600231526 ], "val_loss": [ 0.15404950051258007, 0.14179302051779813, 0.1187218560759599, 0.14628465867135673, 0.16971934595834076, 0.13480250174313066, 0.16385206343329628, 0.1861495381036851, 0.23939787570687562, 0.2579460703409647, 0.27772147155884946 ], "val_acc": [ 0.825, 0.9151041666666667, 0.8911458333333333, 0.925, 0.9364583333333333, 0.9270833333333334, 0.9380208333333333, 0.9395833333333333, 0.9453125, 0.9411458333333333, 0.9432291666666667 ], "val_auc": [ 0.9604861111111112, 0.9638483796296295, 0.974782986111111, 0.9769769965277778, 0.9766833043981481, 0.9795203993055555, 0.9777213541666667, 0.9694089988425926, 0.9671520543981481, 0.9674833622685186, 0.9596607349537037 ], "val_f1": [ 0.8699690402476781, 0.9432648799164636, 0.9233027522935779, 0.9508532423208191, 0.9578146611341632, 0.9504950495049505, 0.9583770549143057, 0.9595254710397767, 0.9640287769784173, 0.9609402004839267, 0.9627350427350427 ] }, "test_metrics": { "accuracy": 0.9314583333333334, "auc_roc": 0.9790402777777778, "f1": 0.9538375192928301, "confusion_matrix": [ [ 1072, 128 ], [ 201, 3399 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.9541666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 55, 1145 ] ], "n": 1200, "detection_rate": 0.9541666666666667, "pairwise_auc": 0.9817479166666666, "pairwise_f1": 0.9260008087343308 }, "insight": { "accuracy": 0.9116666666666666, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 106, 1094 ] ], "n": 1200, "detection_rate": 0.9116666666666666, "pairwise_auc": 0.9687749999999999, "pairwise_f1": 0.9033856317093312 }, "text2img": { "accuracy": 0.9666666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 40, 1160 ] ], "n": 1200, "detection_rate": 0.9666666666666667, "pairwise_auc": 0.9865979166666666, "pairwise_f1": 0.932475884244373 }, "wiki": { "accuracy": 0.8933333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 1072, 128 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.10666666666666669 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.92375, "auc_roc": 0.9817479166666666, "f1": 0.9260008087343308, "confusion_matrix": [ [ 1072, 128 ], [ 55, 1145 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.9025, "auc_roc": 0.9687749999999999, "f1": 0.9033856317093312, "confusion_matrix": [ [ 1072, 128 ], [ 106, 1094 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.93, "auc_roc": 0.9865979166666666, "f1": 0.932475884244373, "confusion_matrix": [ [ 1072, 128 ], [ 40, 1160 ] ] } } }, { "fold": 1, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.1798529501521477, 0.1021667472742222, 0.06341963815847756, 0.039253244310384613, 0.029152714926075768, 0.01912316902404806, 0.011262987689163614, 0.008215954819028141, 0.003789046630271076, 0.003531608089493872 ], "train_acc": [ 0.835474537037037, 0.9259259259259259, 0.9570023148148148, 0.9748842592592593, 0.9820601851851852, 0.9891203703703704, 0.9939236111111112, 0.9950810185185185, 0.9976273148148148, 0.9980324074074074 ], "train_auc": [ 0.9216952624885689, 0.9756210080161181, 0.9904438157293096, 0.996355175825903, 0.9979366444473022, 0.9988179798239598, 0.9996395426097393, 0.9998288537379973, 0.9999600801611797, 0.9999696984310699 ], "train_f1": [ 0.8837741711295531, 0.9497605777533559, 0.971079366315052, 0.9831730769230769, 0.9880077369439072, 0.9927396308025025, 0.995945163158911, 0.9967187801582706, 0.998417538307152, 0.9986878666255017 ], "val_loss": [ 0.30760438268383344, 0.1784577751532197, 0.1753600399143276, 0.18356385634445663, 0.12388940138819939, 0.18397595811838982, 0.1666869391252779, 0.19786467835095511, 0.18487099432192433, 0.1899753529316513 ], "val_acc": [ 0.7046875, 0.853125, 0.925, 0.9182291666666667, 0.9317708333333333, 0.9270833333333334, 0.9213541666666667, 0.9359375, 0.9322916666666666, 0.93125 ], "val_auc": [ 0.9431061921296295, 0.9447417534722222, 0.970240162037037, 0.9670826099537038, 0.9778392650462963, 0.9689626736111112, 0.971880787037037, 0.9755403645833334, 0.9723394097222222, 0.9725542534722222 ], "val_f1": [ 0.7580025608194623, 0.896399706098457, 0.9510204081632653, 0.9459552495697074, 0.9535954658165072, 0.9511173184357542, 0.9462824617573817, 0.9574835810577256, 0.9541607898448519, 0.9536191145467322 ] }, "test_metrics": { "accuracy": 0.928125, "auc_roc": 0.9817493055555554, "f1": 0.9508056466562099, "confusion_matrix": [ [ 1121, 79 ], [ 266, 3334 ] ] }, "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": 0.9821319444444443, "pairwise_f1": 0.9292591042277103 }, "insight": { "accuracy": 0.8966666666666666, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 124, 1076 ] ], "n": 1200, "detection_rate": 0.8966666666666666, "pairwise_auc": 0.9734770833333333, "pairwise_f1": 0.9138004246284501 }, "text2img": { "accuracy": 0.9566666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 52, 1148 ] ], "n": 1200, "detection_rate": 0.9566666666666667, "pairwise_auc": 0.9896388888888888, "pairwise_f1": 0.9460238978162341 }, "wiki": { "accuracy": 0.9341666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 1121, 79 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.0658333333333333 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.9295833333333333, "auc_roc": 0.9821319444444443, "f1": 0.9292591042277103, "confusion_matrix": [ [ 1121, 79 ], [ 90, 1110 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.9154166666666667, "auc_roc": 0.9734770833333333, "f1": 0.9138004246284501, "confusion_matrix": [ [ 1121, 79 ], [ 124, 1076 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.9454166666666667, "auc_roc": 0.9896388888888888, "f1": 0.9460238978162341, "confusion_matrix": [ [ 1121, 79 ], [ 52, 1148 ] ] } } }, { "fold": 2, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.17717904072530843, 0.0940379478054604, 0.06369061694540842, 0.04127667683782487, 0.030577845679228496, 0.021532554604076454, 0.012030772082477968, 0.009333743597454924, 0.003131703046412642, 0.0014826828477604674 ], "train_acc": [ 0.8396990740740741, 0.9304976851851852, 0.9571180555555555, 0.9722800925925926, 0.9821180555555555, 0.9873263888888889, 0.9931712962962963, 0.9959490740740741, 0.9978587962962963, 0.9992476851851851 ], "train_auc": [ 0.9238818694272977, 0.979183527663466, 0.9908993394918839, 0.9961150227194787, 0.9978819444444446, 0.9987962605738454, 0.9995584437157066, 0.999660877843507, 0.9999563293038408, 0.9999916052240512 ], "train_f1": [ 0.8873250894890986, 0.9528668419606766, 0.9711841337740619, 0.9814276297933388, 0.9880478087649402, 0.9915342688159573, 0.9954429597590175, 0.9972995910809351, 0.9985714837264971, 0.9994983600231526 ], "val_loss": [ 0.13040539792273192, 0.13235231365154806, 0.14123243255210885, 0.14862661970352445, 0.1436936670134249, 0.13523276704800083, 0.17793816352035113, 0.5479134103229474, 0.34418828572397614, 0.19769162325305842 ], "val_acc": [ 0.9119791666666667, 0.8963541666666667, 0.9390625, 0.9296875, 0.9390625, 0.9328125, 0.9364583333333333, 0.9005208333333333, 0.93125, 0.9395833333333333 ], "val_auc": [ 0.9625940393518518, 0.9660503472222222, 0.9745341435185186, 0.9739945023148148, 0.9792954282407407, 0.9786284722222223, 0.9765842013888889, 0.9321281828703705, 0.9603030960648149, 0.9739373553240742 ], "val_f1": [ 0.9410533658876875, 0.9280289330922242, 0.9597799931247851, 0.9530761209593326, 0.9595854922279793, 0.954465231203671, 0.9576094510076442, 0.9369428854407396, 0.9551630434782609, 0.9596662030598053 ] }, "test_metrics": { "accuracy": 0.9379166666666666, "auc_roc": 0.9731581018518518, "f1": 0.9585881045025014, "confusion_matrix": [ [ 1053, 147 ], [ 151, 3449 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.9433333333333334, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 68, 1132 ] ], "n": 1200, "detection_rate": 0.9433333333333334, "pairwise_auc": 0.9705652777777777, "pairwise_f1": 0.9132714804356595 }, "insight": { "accuracy": 0.9425, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 69, 1131 ] ], "n": 1200, "detection_rate": 0.9425, "pairwise_auc": 0.962487847222222, "pairwise_f1": 0.9128329297820823 }, "text2img": { "accuracy": 0.9883333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 14, 1186 ] ], "n": 1200, "detection_rate": 0.9883333333333333, "pairwise_auc": 0.9864211805555555, "pairwise_f1": 0.9364390051322542 }, "wiki": { "accuracy": 0.8775, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 1053, 147 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.12250000000000005 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.9104166666666667, "auc_roc": 0.9705652777777777, "f1": 0.9132714804356595, "confusion_matrix": [ [ 1053, 147 ], [ 68, 1132 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.91, "auc_roc": 0.962487847222222, "f1": 0.9128329297820823, "confusion_matrix": [ [ 1053, 147 ], [ 69, 1131 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.9329166666666666, "auc_roc": 0.9864211805555555, "f1": 0.9364390051322542, "confusion_matrix": [ [ 1053, 147 ], [ 14, 1186 ] ] } } }, { "fold": 3, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.17703111189658996, 0.09576246125313143, 0.062477437157132144, 0.04725347257939305, 0.030324791977235928, 0.017554738121685256, 0.013750801918420754, 0.006766391139438012, 0.003396348504592155, 0.0024946073007303883, 0.0010481267459134095, 0.0008546544026515861 ], "train_acc": [ 0.8507523148148148, 0.9276620370370371, 0.9559027777777778, 0.9689236111111111, 0.98125, 0.9903935185185185, 0.9921875, 0.9968171296296297, 0.997800925925926, 0.9987268518518518, 0.9994212962962963, 0.9997685185185186 ], "train_auc": [ 0.9249521944301554, 0.9784094310842478, 0.9909113690272062, 0.9949920428240742, 0.9977274984282121, 0.9991086623371056, 0.9994561167552583, 0.9997079421724966, 0.9999673496799268, 0.9999867469707361, 0.9999969100080018, 0.9999905156893004 ], "train_f1": [ 0.8957853477189154, 0.9508222519474389, 0.9703178560299158, 0.9791707071098871, 0.9874525598327007, 0.9935892484745501, 0.9947866383471713, 0.9978762018766653, 0.998533384793516, 0.9991510380489311, 0.9996141379842568, 0.9998456909189106 ], "val_loss": [ 0.13616387210786343, 0.1198919808860713, 0.1939462376467418, 0.09981064383173362, 0.48543022665852126, 0.16985621102333728, 0.12654530949221227, 0.16735582429784396, 0.23038662116990358, 0.19745846508264245, 0.20346919017623197, 0.1863294637893735 ], "val_acc": [ 0.86875, 0.9171875, 0.9135416666666667, 0.9375, 0.8885416666666667, 0.9354166666666667, 0.9416666666666667, 0.9489583333333333, 0.9463541666666667, 0.9489583333333333, 0.9515625, 0.9489583333333333 ], "val_auc": [ 0.9600057870370371, 0.9712818287037037, 0.9635011574074075, 0.9801779513888889, 0.9445326967592593, 0.974488570601852, 0.9811552372685186, 0.9771252893518518, 0.9719784432870371, 0.972273582175926, 0.97220703125, 0.9803291377314813 ], "val_f1": [ 0.9061102831594635, 0.9435970202199362, 0.9431506849315069, 0.9579537491240364, 0.9301566579634465, 0.9567642956764296, 0.9608391608391609, 0.9661368348306841, 0.9647863247863248, 0.9660664819944599, 0.9679199724042773, 0.9662534435261708 ] }, "test_metrics": { "accuracy": 0.9339583333333333, "auc_roc": 0.976025925925926, "f1": 0.9555960218517999, "confusion_matrix": [ [ 1072, 128 ], [ 189, 3411 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.9533333333333334, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 56, 1144 ] ], "n": 1200, "detection_rate": 0.9533333333333334, "pairwise_auc": 0.9759979166666667, "pairwise_f1": 0.9255663430420712 }, "insight": { "accuracy": 0.9241666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 91, 1109 ] ], "n": 1200, "detection_rate": 0.9241666666666667, "pairwise_auc": 0.9680131944444444, "pairwise_f1": 0.9101354123922856 }, "text2img": { "accuracy": 0.965, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 42, 1158 ] ], "n": 1200, "detection_rate": 0.965, "pairwise_auc": 0.9840666666666666, "pairwise_f1": 0.9316170555108608 }, "wiki": { "accuracy": 0.8933333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 1072, 128 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.10666666666666669 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.9233333333333333, "auc_roc": 0.9759979166666667, "f1": 0.9255663430420712, "confusion_matrix": [ [ 1072, 128 ], [ 56, 1144 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.90875, "auc_roc": 0.9680131944444444, "f1": 0.9101354123922856, "confusion_matrix": [ [ 1072, 128 ], [ 91, 1109 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.9291666666666667, "auc_roc": 0.9840666666666666, "f1": 0.9316170555108608, "confusion_matrix": [ [ 1072, 128 ], [ 42, 1158 ] ] } } }, { "fold": 4, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.17705109792037144, 0.09759698148161448, 0.06119485531881866, 0.04207795442608012, 0.0306523953303339, 0.016180019439842135, 0.015286858775878634, 0.008414860934468986, 0.004228976060405195, 0.0028073132647360006, 0.0012995293141313123, 0.0004747431101838662 ], "train_acc": [ 0.8391203703703703, 0.9288773148148148, 0.9593171296296297, 0.9715277777777778, 0.9802662037037037, 0.9890625, 0.9931712962962963, 0.9957754629629629, 0.9973958333333334, 0.9984375, 0.9990740740740741, 0.9997106481481481 ], "train_auc": [ 0.9232179944701646, 0.9775116723108139, 0.991124301626086, 0.9957172800211476, 0.9980221193415638, 0.9993293824302698, 0.9994119995284637, 0.9997395565414952, 0.9999585351651806, 0.9998539487597166, 0.9999960705304068, 0.9999990176326017 ], "train_f1": [ 0.8866416571521775, 0.9516959478048972, 0.9726214121587413, 0.9809006211180125, 0.9868049375072554, 0.9926916979235142, 0.9954454222633935, 0.9971828811793308, 0.9982631518005326, 0.9989579715178881, 0.9993825254708243, 0.999807076436316 ], "val_loss": [ 0.12170412251725793, 0.1030890600134929, 0.1750339979909768, 0.14935705231813093, 0.2741888238345382, 0.134656734423091, 0.14277773238912536, 0.22981467842995093, 0.18359658207567311, 0.17754823352255092, 0.1682993321162788, 0.18065465237386888 ], "val_acc": [ 0.8942708333333333, 0.8875, 0.9354166666666667, 0.9083333333333333, 0.9130208333333333, 0.9229166666666667, 0.925, 0.9380208333333333, 0.9473958333333333, 0.9494791666666667, 0.9520833333333333, 0.9479166666666666 ], "val_auc": [ 0.9661964699074075, 0.9779123263888889, 0.9717021122685184, 0.9725115740740741, 0.9688353587962962, 0.9805881076388888, 0.9837131076388888, 0.9681250000000001, 0.9726808449074072, 0.9789026331018519, 0.9797699652777778, 0.9766312210648148 ], "val_f1": [ 0.925939438161255, 0.9199406968124537, 0.9574468085106383, 0.9371877230549608, 0.9436762225969646, 0.9469914040114613, 0.9483500717360115, 0.9589513625388065, 0.9651363479461512, 0.9663778162911612, 0.967966573816156, 0.9652777777777778 ] }, "test_metrics": { "accuracy": 0.9208333333333333, "auc_roc": 0.9796047453703705, "f1": 0.9455275229357798, "confusion_matrix": [ [ 1122, 78 ], [ 302, 3298 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.9116666666666666, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 106, 1094 ] ], "n": 1200, "detection_rate": 0.9116666666666666, "pairwise_auc": 0.9793232638888889, "pairwise_f1": 0.9224283305227656 }, "insight": { "accuracy": 0.8775, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 147, 1053 ] ], "n": 1200, "detection_rate": 0.8775, "pairwise_auc": 0.9713951388888888, "pairwise_f1": 0.9034749034749034 }, "text2img": { "accuracy": 0.9591666666666666, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 49, 1151 ] ], "n": 1200, "detection_rate": 0.9591666666666666, "pairwise_auc": 0.9880958333333333, "pairwise_f1": 0.9477151090983944 }, "wiki": { "accuracy": 0.935, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 1122, 78 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.06499999999999995 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.9233333333333333, "auc_roc": 0.9793232638888889, "f1": 0.9224283305227656, "confusion_matrix": [ [ 1122, 78 ], [ 106, 1094 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.90625, "auc_roc": 0.9713951388888888, "f1": 0.9034749034749034, "confusion_matrix": [ [ 1122, 78 ], [ 147, 1053 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.9470833333333334, "auc_roc": 0.9880958333333333, "f1": 0.9477151090983944, "confusion_matrix": [ [ 1122, 78 ], [ 49, 1151 ] ] } } } ], "aggregated_metrics": { "accuracy": { "mean": 0.9304583333333334, "std": 0.006460685055695644, "ci_95": 0.0056630401385749695, "values": [ 0.9314583333333334, 0.928125, 0.9379166666666666, 0.9339583333333333, 0.9208333333333333 ] }, "auc_roc": { "mean": 0.9779156712962962, "std": 0.0033548497426566172, "ci_95": 0.0029406554549201254, "values": [ 0.9790402777777778, 0.9817493055555554, 0.9731581018518518, 0.976025925925926, 0.9796047453703705 ] }, "f1": { "mean": 0.9528709630478243, "std": 0.004980901709262283, "ci_95": 0.0043659528459729004, "values": [ 0.9538375192928301, 0.9508056466562099, 0.9585881045025014, 0.9555960218517999, 0.9455275229357798 ] } }, "aggregated_per_source": { "inpainting": { "accuracy": { "mean": 0.9375, "std": 0.01861525658640726, "ci_95": 0.016316991825156467, "values": [ 0.9541666666666667, 0.925, 0.9433333333333334, 0.9533333333333334, 0.9116666666666666 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.9375, "std": 0.01861525658640726, "ci_95": 0.016316991825156467, "values": [ 0.9541666666666667, 0.925, 0.9433333333333334, 0.9533333333333334, 0.9116666666666666 ] }, "pairwise_auc": { "mean": 0.9779532638888888, "std": 0.004799567231185986, "ci_95": 0.004207006167872827, "values": [ 0.9817479166666666, 0.9821319444444443, 0.9705652777777777, 0.9759979166666667, 0.9793232638888889 ] }, "pairwise_f1": { "mean": 0.9233052133925075, "std": 0.006108855830535924, "ci_95": 0.00535464822551511, "values": [ 0.9260008087343308, 0.9292591042277103, 0.9132714804356595, 0.9255663430420712, 0.9224283305227656 ] } }, "insight": { "accuracy": { "mean": 0.9105000000000001, "std": 0.02496247183273326, "ci_95": 0.02188057129053081, "values": [ 0.9116666666666666, 0.8966666666666666, 0.9425, 0.9241666666666667, 0.8775 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.9105000000000001, "std": 0.02496247183273326, "ci_95": 0.02188057129053081, "values": [ 0.9116666666666666, 0.8966666666666666, 0.9425, 0.9241666666666667, 0.8775 ] }, "pairwise_auc": { "mean": 0.9688296527777778, "std": 0.004155370579012198, "ci_95": 0.003642342905858583, "values": [ 0.9687749999999999, 0.9734770833333333, 0.962487847222222, 0.9680131944444444, 0.9713951388888888 ] }, "pairwise_f1": { "mean": 0.9087258603974104, "std": 0.005017385996082066, "ci_95": 0.004397932733385237, "values": [ 0.9033856317093312, 0.9138004246284501, 0.9128329297820823, 0.9101354123922856, 0.9034749034749034 ] } }, "text2img": { "accuracy": { "mean": 0.9671666666666667, "std": 0.012522202504174547, "ci_95": 0.010976194442722131, "values": [ 0.9666666666666667, 0.9566666666666667, 0.9883333333333333, 0.965, 0.9591666666666666 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.9671666666666667, "std": 0.012522202504174547, "ci_95": 0.010976194442722131, "values": [ 0.9666666666666667, 0.9566666666666667, 0.9883333333333333, 0.965, 0.9591666666666666 ] }, "pairwise_auc": { "mean": 0.9869640972222221, "std": 0.0020772149392720898, "ci_95": 0.001820759172771472, "values": [ 0.9865979166666666, 0.9896388888888888, 0.9864211805555555, 0.9840666666666666, 0.9880958333333333 ] }, "pairwise_f1": { "mean": 0.9388541903604233, "std": 0.007563276659457836, "ci_95": 0.006629504291328617, "values": [ 0.932475884244373, 0.9460238978162341, 0.9364390051322542, 0.9316170555108608, 0.9477151090983944 ] } }, "wiki": { "accuracy": { "mean": 0.9066666666666666, "std": 0.026292954273805874, "ci_95": 0.02304679056952523, "values": [ 0.8933333333333333, 0.9341666666666667, 0.8775, 0.8933333333333333, 0.935 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "false_alarm_rate": { "mean": 0.09333333333333334, "std": 0.026292954273805878, "ci_95": 0.023046790569525234, "values": [ 0.10666666666666669, 0.0658333333333333, 0.12250000000000005, 0.10666666666666669, 0.06499999999999995 ] } } }, "aggregated_pairwise": { "wiki_vs_inpainting": { "accuracy": { "mean": 0.9220833333333334, "std": 0.00704031052029825, "ci_95": 0.006171104259188769, "values": [ 0.92375, 0.9295833333333333, 0.9104166666666667, 0.9233333333333333, 0.9233333333333333 ] }, "auc_roc": { "mean": 0.9779532638888888, "std": 0.004799567231185986, "ci_95": 0.004207006167872827, "values": [ 0.9817479166666666, 0.9821319444444443, 0.9705652777777777, 0.9759979166666667, 0.9793232638888889 ] }, "f1": { "mean": 0.9233052133925075, "std": 0.006108855830535924, "ci_95": 0.00535464822551511, "values": [ 0.9260008087343308, 0.9292591042277103, 0.9132714804356595, 0.9255663430420712, 0.9224283305227656 ] } }, "wiki_vs_insight": { "accuracy": { "mean": 0.9085833333333333, "std": 0.004774425503543747, "ci_95": 0.004184968471937533, "values": [ 0.9025, 0.9154166666666667, 0.91, 0.90875, 0.90625 ] }, "auc_roc": { "mean": 0.9688296527777778, "std": 0.004155370579012198, "ci_95": 0.003642342905858583, "values": [ 0.9687749999999999, 0.9734770833333333, 0.962487847222222, 0.9680131944444444, 0.9713951388888888 ] }, "f1": { "mean": 0.9087258603974104, "std": 0.005017385996082066, "ci_95": 0.004397932733385237, "values": [ 0.9033856317093312, 0.9138004246284501, 0.9128329297820823, 0.9101354123922856, 0.9034749034749034 ] } }, "wiki_vs_text2img": { "accuracy": { "mean": 0.9369166666666666, "std": 0.00865323478372235, "ci_95": 0.007584894711054195, "values": [ 0.93, 0.9454166666666667, 0.9329166666666666, 0.9291666666666667, 0.9470833333333334 ] }, "auc_roc": { "mean": 0.9869640972222221, "std": 0.0020772149392720898, "ci_95": 0.001820759172771472, "values": [ 0.9865979166666666, 0.9896388888888888, 0.9864211805555555, 0.9840666666666666, 0.9880958333333333 ] }, "f1": { "mean": 0.9388541903604233, "std": 0.007563276659457836, "ci_95": 0.006629504291328617, "values": [ 0.932475884244373, 0.9460238978162341, 0.9364390051322542, 0.9316170555108608, 0.9477151090983944 ] } } }, "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_resnet34", "backbone": "resnet34" } }