{ "run_name": "p2e_simplecnn_facecrop_aug", "n_folds": 5, "fold_results": [ { "fold": 0, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.34250954982859116, 0.3376636618817294, 0.3330855401025878, 0.32984588631877193, 0.3280518215563562, 0.32636189808448157, 0.326084821616058, 0.32358511391061323, 0.32303755029484077, 0.32166281822654935, 0.32160404658427943, 0.3209127681950728, 0.3192480807503065, 0.3193571959932645, 0.3194699074383135 ], "train_acc": [ 0.48258101851851853, 0.5648726851851852, 0.569212962962963, 0.595949074074074, 0.595949074074074, 0.6107060185185185, 0.5993055555555555, 0.6072337962962963, 0.619386574074074, 0.6201388888888889, 0.6282407407407408, 0.624537037037037, 0.6241319444444444, 0.6253472222222223, 0.626099537037037 ], "train_auc": [ 0.576252911379744, 0.6063105674154092, 0.6321536351165981, 0.6460552858510518, 0.6532327567729768, 0.6600235410951074, 0.6595649184099222, 0.6684782861082533, 0.6711645161751256, 0.6771737111339735, 0.676314568329904, 0.6792555887774347, 0.6846313443072702, 0.6853407921810699, 0.6830309517175355 ], "train_f1": [ 0.5428702898921213, 0.6559912156288603, 0.6548910523875754, 0.6847570886761785, 0.6830109870153455, 0.6995936230071897, 0.687008407919718, 0.6937965260545905, 0.7078836331334666, 0.7070166041778254, 0.7164798305234354, 0.7124623293742244, 0.7110636594154545, 0.7111626661907736, 0.7137477293872668 ], "val_loss": [ 0.3373192215959231, 0.32989710122346877, 0.3270208664238453, 0.32336600745717686, 0.3233827282985052, 0.3197261206805706, 0.32033544008930526, 0.31920718351999916, 0.3153636800746123, 0.31680572082599007, 0.3169862660268942, 0.31672322303056716, 0.3138315826654434, 0.3151903450489044, 0.31521817247072853 ], "val_acc": [ 0.621875, 0.6098958333333333, 0.6223958333333334, 0.6197916666666666, 0.5713541666666667, 0.5817708333333333, 0.5510416666666667, 0.5973958333333333, 0.6411458333333333, 0.5807291666666666, 0.5869791666666667, 0.5895833333333333, 0.6208333333333333, 0.6046875, 0.6072916666666667 ], "val_auc": [ 0.6182016782407407, 0.6552770543981481, 0.6664547164351853, 0.6742621527777778, 0.675212673611111, 0.6837651909722222, 0.6946636284722223, 0.6847149884259259, 0.6989597800925925, 0.6965928819444445, 0.6948271122685186, 0.6962565104166667, 0.70158203125, 0.6985951967592593, 0.6990458622685185 ], "val_f1": [ 0.7207692307692307, 0.6951566951566952, 0.7128712871287128, 0.7061191626409018, 0.6447993094518775, 0.6587335316617084, 0.6038602941176471, 0.6767043078209954, 0.7301214257735997, 0.6513642269380684, 0.6586310804993543, 0.6626712328767124, 0.7016393442622951, 0.6814939152328997, 0.6839899413243923 ] }, "test_metrics": { "accuracy": 0.6302083333333334, "auc_roc": 0.7064768518518518, "f1": 0.7105820968530898, "confusion_matrix": [ [ 846, 354 ], [ 1421, 2179 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.5833333333333334, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 500, 700 ] ], "n": 1200, "detection_rate": 0.5833333333333334, "pairwise_auc": 0.6924965277777778, "pairwise_f1": 0.6211180124223602 }, "insight": { "accuracy": 0.4075, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 711, 489 ] ], "n": 1200, "detection_rate": 0.4075, "pairwise_auc": 0.57799375, "pairwise_f1": 0.4787077826725404 }, "text2img": { "accuracy": 0.825, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 210, 990 ] ], "n": 1200, "detection_rate": 0.825, "pairwise_auc": 0.8489402777777777, "pairwise_f1": 0.7783018867924528 }, "wiki": { "accuracy": 0.705, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 846, 354 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.29500000000000004 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.6441666666666667, "auc_roc": 0.6924965277777778, "f1": 0.6211180124223602, "confusion_matrix": [ [ 846, 354 ], [ 500, 700 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.55625, "auc_roc": 0.57799375, "f1": 0.4787077826725404, "confusion_matrix": [ [ 846, 354 ], [ 711, 489 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.765, "auc_roc": 0.8489402777777777, "f1": 0.7783018867924528, "confusion_matrix": [ [ 846, 354 ], [ 210, 990 ] ] } } }, { "fold": 1, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.3412294729164353, 0.33524748757481576, 0.33143752046205377, 0.32817126962321774, 0.3260459143806387, 0.3247155515959969, 0.3228809499906169, 0.3218548322993296, 0.3198599721270579, 0.3191719652050071, 0.31699595376849177, 0.3166507471766737, 0.3161918653106248, 0.31708175101213987, 0.3164502556677218 ], "train_acc": [ 0.5309606481481481, 0.5645254629629629, 0.5969328703703703, 0.6009837962962963, 0.6148726851851852, 0.6166087962962963, 0.6202546296296296, 0.6245949074074074, 0.6263310185185185, 0.6325810185185186, 0.6331018518518519, 0.6351273148148148, 0.6360532407407408, 0.641261574074074, 0.640625 ], "train_auc": [ 0.5839247095764746, 0.6213177744198675, 0.6413356177840649, 0.65409596300583, 0.6611723126000228, 0.666099385216621, 0.671488527734911, 0.6752198359625057, 0.6810925800897348, 0.6843713920324646, 0.6921578592964106, 0.6917148026691815, 0.6941662915809328, 0.6911473872599452, 0.6933547310813901 ], "train_f1": [ 0.6158221548087406, 0.6520553012438156, 0.6871490814355657, 0.6894004234424974, 0.7033917190355217, 0.7058301141157142, 0.7093630968199132, 0.7131296157077787, 0.7144057676146667, 0.7209108092663413, 0.720162429378531, 0.7218668666460806, 0.7231832386988863, 0.7287920549503435, 0.7266965936097175 ], "val_loss": [ 0.3356058232486248, 0.33023042157292365, 0.3237359471619129, 0.3368230534096559, 0.32140354240934055, 0.3242058935264746, 0.3183568445344766, 0.3202626677850882, 0.3121804813543955, 0.31201686561107633, 0.31169315924247104, 0.31493208358685176, 0.308826203395923, 0.3088033119837443, 0.3088999457657337 ], "val_acc": [ 0.5760416666666667, 0.6645833333333333, 0.61875, 0.45, 0.6078125, 0.5057291666666667, 0.5583333333333333, 0.5276041666666667, 0.6161458333333333, 0.5947916666666667, 0.5927083333333333, 0.559375, 0.6135416666666667, 0.5994791666666667, 0.5921875 ], "val_auc": [ 0.6347902199074074, 0.6543974247685185, 0.6806083622685186, 0.6611588541666666, 0.6805432581018519, 0.6970847800925926, 0.7040125868055556, 0.7057168692129631, 0.7132371238425927, 0.717824074074074, 0.7138585069444444, 0.7133239293981481, 0.7227611400462963, 0.722876880787037, 0.7238534432870372 ], "val_f1": [ 0.6619601328903655, 0.766158315177923, 0.7026807473598701, 0.4623217922606925, 0.6889714993804213, 0.5399903053805138, 0.6148955495004541, 0.5711583924349882, 0.6894226717235566, 0.6620330147697654, 0.6614718614718614, 0.6147540983606558, 0.6845238095238095, 0.6686772942697113, 0.6597131681877445 ] }, "test_metrics": { "accuracy": 0.601875, "auc_roc": 0.7163495370370371, "f1": 0.6754966887417219, "confusion_matrix": [ [ 900, 300 ], [ 1611, 1989 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.49833333333333335, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 602, 598 ] ], "n": 1200, "detection_rate": 0.49833333333333335, "pairwise_auc": 0.687120138888889, "pairwise_f1": 0.5700667302192565 }, "insight": { "accuracy": 0.37666666666666665, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 748, 452 ] ], "n": 1200, "detection_rate": 0.37666666666666665, "pairwise_auc": 0.6108368055555555, "pairwise_f1": 0.46311475409836067 }, "text2img": { "accuracy": 0.7825, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 261, 939 ] ], "n": 1200, "detection_rate": 0.7825, "pairwise_auc": 0.8510916666666667, "pairwise_f1": 0.7699876998769988 }, "wiki": { "accuracy": 0.75, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 900, 300 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.25 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.6241666666666666, "auc_roc": 0.687120138888889, "f1": 0.5700667302192565, "confusion_matrix": [ [ 900, 300 ], [ 602, 598 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.5633333333333334, "auc_roc": 0.6108368055555555, "f1": 0.46311475409836067, "confusion_matrix": [ [ 900, 300 ], [ 748, 452 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.76625, "auc_roc": 0.8510916666666667, "f1": 0.7699876998769988, "confusion_matrix": [ [ 900, 300 ], [ 261, 939 ] ] } } }, { "fold": 2, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.3428048950654489, 0.3364038331365144, 0.33301248649756116, 0.33060640320181844, 0.32781746550290675, 0.32700540197116357, 0.3247033803275338, 0.3239840049158644, 0.32147704183503434, 0.32147702795487865, 0.31971182058806774, 0.3201450396743086, 0.31812678009823514, 0.31741044584799694, 0.3170434526547238 ], "train_acc": [ 0.6049189814814815, 0.5714699074074074, 0.585300925925926, 0.5928240740740741, 0.602025462962963, 0.601099537037037, 0.6172453703703704, 0.6179398148148149, 0.6263888888888889, 0.6273726851851852, 0.6274305555555556, 0.6285879629629629, 0.6353587962962963, 0.6391782407407407, 0.6419560185185185 ], "train_auc": [ 0.5752403049268404, 0.6169889278263603, 0.6324047014317558, 0.6435954646776405, 0.655721450617284, 0.6569104009487883, 0.6655561181841564, 0.6684251132401692, 0.6779166130829904, 0.6753714241826703, 0.682090522476566, 0.6820929337419983, 0.6889940379229538, 0.6927793674268404, 0.6938219539466164 ], "train_f1": [ 0.7128496319663512, 0.6623193032058006, 0.6755410667391107, 0.6811961939284096, 0.6900437192950827, 0.6893225762834092, 0.7064358632933866, 0.7063689734922611, 0.7138805176387165, 0.7161059917993033, 0.7152839200424553, 0.7179892784954741, 0.7228014605604681, 0.7252214534396897, 0.7295300546448087 ], "val_loss": [ 0.3408234044909477, 0.3308235712349415, 0.3284244440495968, 0.3261048227548599, 0.3263484557469686, 0.3201168750723203, 0.3191030167043209, 0.3180046024421851, 0.3167616233229637, 0.31409477355579535, 0.3121136459211508, 0.3125723938147227, 0.31143277063965796, 0.3118800289928913, 0.3120772957801819 ], "val_acc": [ 0.6494791666666667, 0.4973958333333333, 0.5734375, 0.5869791666666667, 0.5458333333333333, 0.6354166666666666, 0.5671875, 0.5473958333333333, 0.5588541666666667, 0.6848958333333334, 0.5963541666666666, 0.5963541666666666, 0.6088541666666667, 0.6010416666666667, 0.5932291666666667 ], "val_auc": [ 0.6018995949074074, 0.6708622685185184, 0.6592180266203704, 0.6655295138888888, 0.6767860243055557, 0.6874037905092593, 0.6909114583333333, 0.6967375578703704, 0.7030490451388889, 0.7084816261574074, 0.7108716724537038, 0.7109700520833333, 0.7125651041666667, 0.7128096064814815, 0.7133203124999999 ], "val_f1": [ 0.7590404582885786, 0.5294978059483179, 0.6492505353319058, 0.6672261854804867, 0.604355716878403, 0.7231012658227848, 0.6340819022457067, 0.6062528318985048, 0.618983355825461, 0.7745061498322773, 0.6683782627299957, 0.6683782627299957, 0.6864300626304801, 0.6754237288135593, 0.665524625267666 ] }, "test_metrics": { "accuracy": 0.60375, "auc_roc": 0.7129336805555555, "f1": 0.676530612244898, "confusion_matrix": [ [ 909, 291 ], [ 1611, 1989 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.5041666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 595, 605 ] ], "n": 1200, "detection_rate": 0.5041666666666667, "pairwise_auc": 0.6873760416666667, "pairwise_f1": 0.5772900763358778 }, "insight": { "accuracy": 0.37666666666666665, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 748, 452 ] ], "n": 1200, "detection_rate": 0.37666666666666665, "pairwise_auc": 0.6129118055555555, "pairwise_f1": 0.465259907359753 }, "text2img": { "accuracy": 0.7766666666666666, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 268, 932 ] ], "n": 1200, "detection_rate": 0.7766666666666666, "pairwise_auc": 0.8385131944444445, "pairwise_f1": 0.7692942633099463 }, "wiki": { "accuracy": 0.7575, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 909, 291 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.24250000000000005 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.6308333333333334, "auc_roc": 0.6873760416666667, "f1": 0.5772900763358778, "confusion_matrix": [ [ 909, 291 ], [ 595, 605 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.5670833333333334, "auc_roc": 0.6129118055555555, "f1": 0.465259907359753, "confusion_matrix": [ [ 909, 291 ], [ 748, 452 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.7670833333333333, "auc_roc": 0.8385131944444445, "f1": 0.7692942633099463, "confusion_matrix": [ [ 909, 291 ], [ 268, 932 ] ] } } }, { "fold": 3, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.3414186562652941, 0.3347257332117469, 0.3306057039786268, 0.3286680884383343, 0.3260611911338788, 0.3245939609905084, 0.32393084116004134, 0.3218083945137483, 0.3209881587160958, 0.3199780968880212, 0.31905122070952696, 0.3175611142207075, 0.318304718396178, 0.31691962596442963, 0.3174062580422119 ], "train_acc": [ 0.6168402777777777, 0.5803819444444445, 0.6042824074074075, 0.5981481481481481, 0.6126157407407408, 0.6152199074074074, 0.6154513888888888, 0.6321180555555556, 0.6203125, 0.6320023148148148, 0.6344907407407407, 0.6374421296296297, 0.6326388888888889, 0.6371527777777778, 0.633912037037037 ], "train_auc": [ 0.5838262585019434, 0.6244880883487653, 0.6438454414580476, 0.6499886581218565, 0.6613168099136946, 0.6647539884116369, 0.667136238283036, 0.6745214531178555, 0.6766778388631687, 0.6812602344821674, 0.6850776338163008, 0.6904468699988568, 0.6860041848851166, 0.6929258473365341, 0.6894789880544124 ], "train_f1": [ 0.7252355064945843, 0.670603734157089, 0.6961699102461566, 0.6862745098039216, 0.7011073405965351, 0.7056792527997875, 0.703652499665522, 0.7226076711611468, 0.7095231770487449, 0.720323701455777, 0.7223736263736263, 0.7249418272819071, 0.7201304999559122, 0.7243713733075435, 0.7214442976662263 ], "val_loss": [ 0.34170921295881274, 0.32730790972709656, 0.3251084687809149, 0.3289539257685343, 0.31907327647010486, 0.3195965270201365, 0.31829335962732636, 0.31370966633160907, 0.3131824423869451, 0.3141396964589755, 0.31391477808356283, 0.31248470867673556, 0.3123863366742929, 0.31234221855799355, 0.3114614337682724 ], "val_acc": [ 0.6473958333333333, 0.56875, 0.5375, 0.6276041666666666, 0.6244791666666667, 0.559375, 0.5614583333333333, 0.6515625, 0.5994791666666667, 0.6067708333333334, 0.6119791666666666, 0.615625, 0.6020833333333333, 0.5989583333333334, 0.6135416666666667 ], "val_auc": [ 0.6078537326388889, 0.6618149594907408, 0.6744625289351852, 0.6531937210648149, 0.682349537037037, 0.6897627314814815, 0.6956286168981481, 0.7025361689814815, 0.7063020833333334, 0.7027734375, 0.7046556712962962, 0.7073256655092592, 0.7095449942129629, 0.7100730613425925, 0.7102039930555556 ], "val_f1": [ 0.7588172426077663, 0.642795513373598, 0.590027700831025, 0.726786396637371, 0.7098591549295775, 0.6178861788617886, 0.6210621062106211, 0.7395873880887505, 0.6703814830690099, 0.6821052631578948, 0.6836518046709129, 0.6904362416107382, 0.6692640692640692, 0.6649260226283725, 0.6853265479219678 ] }, "test_metrics": { "accuracy": 0.6058333333333333, "auc_roc": 0.7125254629629629, "f1": 0.6773533424283765, "confusion_matrix": [ [ 922, 278 ], [ 1614, 1986 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.52, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 576, 624 ] ], "n": 1200, "detection_rate": 0.52, "pairwise_auc": 0.6924263888888889, "pairwise_f1": 0.5937202664129401 }, "insight": { "accuracy": 0.3591666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 769, 431 ] ], "n": 1200, "detection_rate": 0.3591666666666667, "pairwise_auc": 0.5975333333333332, "pairwise_f1": 0.45154531168150863 }, "text2img": { "accuracy": 0.7758333333333334, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 269, 931 ] ], "n": 1200, "detection_rate": 0.7758333333333334, "pairwise_auc": 0.8476166666666666, "pairwise_f1": 0.7729348277293483 }, "wiki": { "accuracy": 0.7683333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 922, 278 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.2316666666666667 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.6441666666666667, "auc_roc": 0.6924263888888889, "f1": 0.5937202664129401, "confusion_matrix": [ [ 922, 278 ], [ 576, 624 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.56375, "auc_roc": 0.5975333333333332, "f1": 0.45154531168150863, "confusion_matrix": [ [ 922, 278 ], [ 769, 431 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.7720833333333333, "auc_roc": 0.8476166666666666, "f1": 0.7729348277293483, "confusion_matrix": [ [ 922, 278 ], [ 269, 931 ] ] } } }, { "fold": 4, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.3423150075254617, 0.33536940708204555, 0.33069259171132687, 0.32756170426253917, 0.3250589860810174, 0.3227024991479185, 0.3215038531356388, 0.320797758963373, 0.3207396794800405, 0.3196071598816801, 0.31734457018750684, 0.3172116314371427, 0.3159799447490109, 0.3158282593168594, 0.31625425983910205 ], "train_acc": [ 0.5155092592592593, 0.5817129629629629, 0.5889467592592592, 0.5991898148148148, 0.617824074074074, 0.6166087962962963, 0.6214699074074074, 0.6221643518518518, 0.6228587962962963, 0.627199074074074, 0.6394675925925926, 0.633275462962963, 0.6366898148148148, 0.6401041666666667, 0.6359375 ], "train_auc": [ 0.5777596129115227, 0.6250315607853224, 0.6444195369655922, 0.6550420899777092, 0.6667966517346822, 0.6740149087648605, 0.6781764403292181, 0.6812684327846366, 0.6819964206104252, 0.6828543577817787, 0.6929046371313443, 0.6926175447245084, 0.6971132062328531, 0.6967731731538638, 0.6955447763060127 ], "train_f1": [ 0.5945762711864406, 0.671842368110415, 0.6753507929978518, 0.687002892263196, 0.7064627966930394, 0.7034334571825059, 0.7083426227315289, 0.708383581222922, 0.7093349984389635, 0.7151574106827026, 0.7254539044597215, 0.7192912513842746, 0.7221632147282705, 0.7258299166776881, 0.722655733368602 ], "val_loss": [ 0.33888801087935766, 0.33369783982634543, 0.3261004028220971, 0.32097681413094203, 0.31939894606669744, 0.31984718119104705, 0.31838227684299153, 0.31674387902021406, 0.3140927150845528, 0.3150302181641261, 0.31202618380387626, 0.31279333755373956, 0.3109373077750206, 0.31124774167935054, 0.31136900608738266 ], "val_acc": [ 0.6583333333333333, 0.46979166666666666, 0.6239583333333333, 0.6494791666666667, 0.5833333333333334, 0.5713541666666667, 0.525, 0.5692708333333333, 0.5786458333333333, 0.5453125, 0.6026041666666667, 0.5677083333333334, 0.5770833333333333, 0.58125, 0.5796875 ], "val_auc": [ 0.6135778356481482, 0.6564084201388889, 0.6611682581018519, 0.6818113425925926, 0.6846795428240741, 0.6832913773148147, 0.6975173611111111, 0.6930577256944443, 0.6995167824074076, 0.7053754340277779, 0.7037883391203703, 0.7097287326388889, 0.7119610821759259, 0.7098343460648149, 0.7089539930555555 ], "val_f1": [ 0.7675407512402551, 0.491, 0.716640502354788, 0.7398531117124082, 0.6630160067396799, 0.646932646932647, 0.5750232991612302, 0.6387068588903452, 0.6481078729882558, 0.6047985513807153, 0.6806195060694852, 0.6314387211367674, 0.6472632493483927, 0.6507384882710686, 0.6508005192557335 ] }, "test_metrics": { "accuracy": 0.6029166666666667, "auc_roc": 0.7196997685185185, "f1": 0.6727335164835165, "confusion_matrix": [ [ 935, 265 ], [ 1641, 1959 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.4841666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 619, 581 ] ], "n": 1200, "detection_rate": 0.4841666666666667, "pairwise_auc": 0.681788888888889, "pairwise_f1": 0.5679374389051809 }, "insight": { "accuracy": 0.36833333333333335, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 758, 442 ] ], "n": 1200, "detection_rate": 0.36833333333333335, "pairwise_auc": 0.620317361111111, "pairwise_f1": 0.4635553224960671 }, "text2img": { "accuracy": 0.78, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 264, 936 ] ], "n": 1200, "detection_rate": 0.78, "pairwise_auc": 0.8569930555555555, "pairwise_f1": 0.7796751353602666 }, "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": 0.6316666666666667, "auc_roc": 0.681788888888889, "f1": 0.5679374389051809, "confusion_matrix": [ [ 935, 265 ], [ 619, 581 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.57375, "auc_roc": 0.620317361111111, "f1": 0.4635553224960671, "confusion_matrix": [ [ 935, 265 ], [ 758, 442 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.7795833333333333, "auc_roc": 0.8569930555555555, "f1": 0.7796751353602666, "confusion_matrix": [ [ 935, 265 ], [ 264, 936 ] ] } } } ], "aggregated_metrics": { "accuracy": { "mean": 0.6089166666666668, "std": 0.011990845756010903, "ci_95": 0.010510439717516853, "values": [ 0.6302083333333334, 0.601875, 0.60375, 0.6058333333333333, 0.6029166666666667 ] }, "auc_roc": { "mean": 0.7135970601851851, "std": 0.004927091882425876, "ci_95": 0.00431878645315273, "values": [ 0.7064768518518518, 0.7163495370370371, 0.7129336805555555, 0.7125254629629629, 0.7196997685185185 ] }, "f1": { "mean": 0.6825392513503206, "std": 0.0157729888061219, "ci_95": 0.013825634270102072, "values": [ 0.7105820968530898, 0.6754966887417219, 0.676530612244898, 0.6773533424283765, 0.6727335164835165 ] } }, "aggregated_per_source": { "inpainting": { "accuracy": { "mean": 0.518, "std": 0.03871458955541754, "ci_95": 0.033934833955031454, "values": [ 0.5833333333333334, 0.49833333333333335, 0.5041666666666667, 0.52, 0.4841666666666667 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.518, "std": 0.03871458955541754, "ci_95": 0.033934833955031454, "values": [ 0.5833333333333334, 0.49833333333333335, 0.5041666666666667, 0.52, 0.4841666666666667 ] }, "pairwise_auc": { "mean": 0.6882415972222222, "std": 0.004451438401635665, "ci_95": 0.00390185779457446, "values": [ 0.6924965277777778, 0.687120138888889, 0.6873760416666667, 0.6924263888888889, 0.681788888888889 ] }, "pairwise_f1": { "mean": 0.5860265048591231, "std": 0.022072957249148185, "ci_95": 0.0193478000864285, "values": [ 0.6211180124223602, 0.5700667302192565, 0.5772900763358778, 0.5937202664129401, 0.5679374389051809 ] } }, "insight": { "accuracy": { "mean": 0.3776666666666667, "std": 0.01817545658909898, "ci_95": 0.01593149013048614, "values": [ 0.4075, 0.37666666666666665, 0.37666666666666665, 0.3591666666666667, 0.36833333333333335 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.3776666666666667, "std": 0.01817545658909898, "ci_95": 0.01593149013048614, "values": [ 0.4075, 0.37666666666666665, 0.37666666666666665, 0.3591666666666667, 0.36833333333333335 ] }, "pairwise_auc": { "mean": 0.603918611111111, "std": 0.016662293946055343, "ci_95": 0.014605144594389479, "values": [ 0.57799375, 0.6108368055555555, 0.6129118055555555, 0.5975333333333332, 0.620317361111111 ] }, "pairwise_f1": { "mean": 0.464436615661646, "std": 0.009657299454525379, "ci_95": 0.00846499619928103, "values": [ 0.4787077826725404, 0.46311475409836067, 0.465259907359753, 0.45154531168150863, 0.4635553224960671 ] } }, "text2img": { "accuracy": { "mean": 0.7879999999999999, "std": 0.020854988745035438, "ci_95": 0.018280203621525767, "values": [ 0.825, 0.7825, 0.7766666666666666, 0.7758333333333334, 0.78 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.7879999999999999, "std": 0.020854988745035438, "ci_95": 0.018280203621525767, "values": [ 0.825, 0.7825, 0.7766666666666666, 0.7758333333333334, 0.78 ] }, "pairwise_auc": { "mean": 0.8486309722222222, "std": 0.006698383530183817, "ci_95": 0.005871392037839563, "values": [ 0.8489402777777777, 0.8510916666666667, 0.8385131944444445, 0.8476166666666666, 0.8569930555555555 ] }, "pairwise_f1": { "mean": 0.7740387626138026, "std": 0.004745602719112771, "ci_95": 0.004159704187464446, "values": [ 0.7783018867924528, 0.7699876998769988, 0.7692942633099463, 0.7729348277293483, 0.7796751353602666 ] } }, "wiki": { "accuracy": { "mean": 0.752, "std": 0.028495857398732356, "ci_95": 0.024977720294516705, "values": [ 0.705, 0.75, 0.7575, 0.7683333333333333, 0.7791666666666667 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "false_alarm_rate": { "mean": 0.24800000000000005, "std": 0.028495857398732356, "ci_95": 0.024977720294516705, "values": [ 0.29500000000000004, 0.25, 0.24250000000000005, 0.2316666666666667, 0.22083333333333333 ] } } }, "aggregated_pairwise": { "wiki_vs_inpainting": { "accuracy": { "mean": 0.635, "std": 0.008858454843945538, "ci_95": 0.00776477802501641, "values": [ 0.6441666666666667, 0.6241666666666666, 0.6308333333333334, 0.6441666666666667, 0.6316666666666667 ] }, "auc_roc": { "mean": 0.6882415972222222, "std": 0.004451438401635665, "ci_95": 0.00390185779457446, "values": [ 0.6924965277777778, 0.687120138888889, 0.6873760416666667, 0.6924263888888889, 0.681788888888889 ] }, "f1": { "mean": 0.5860265048591231, "std": 0.022072957249148185, "ci_95": 0.0193478000864285, "values": [ 0.6211180124223602, 0.5700667302192565, 0.5772900763358778, 0.5937202664129401, 0.5679374389051809 ] } }, "wiki_vs_insight": { "accuracy": { "mean": 0.5648333333333333, "std": 0.0063574103742535405, "ci_95": 0.005572515889015771, "values": [ 0.55625, 0.5633333333333334, 0.5670833333333334, 0.56375, 0.57375 ] }, "auc_roc": { "mean": 0.603918611111111, "std": 0.016662293946055343, "ci_95": 0.014605144594389479, "values": [ 0.57799375, 0.6108368055555555, 0.6129118055555555, 0.5975333333333332, 0.620317361111111 ] }, "f1": { "mean": 0.464436615661646, "std": 0.009657299454525379, "ci_95": 0.00846499619928103, "values": [ 0.4787077826725404, 0.46311475409836067, 0.465259907359753, 0.45154531168150863, 0.4635553224960671 ] } }, "wiki_vs_text2img": { "accuracy": { "mean": 0.7699999999999999, "std": 0.0059947894041408835, "ci_95": 0.005254664594434154, "values": [ 0.765, 0.76625, 0.7670833333333333, 0.7720833333333333, 0.7795833333333333 ] }, "auc_roc": { "mean": 0.8486309722222222, "std": 0.006698383530183817, "ci_95": 0.005871392037839563, "values": [ 0.8489402777777777, 0.8510916666666667, 0.8385131944444445, 0.8476166666666666, 0.8569930555555555 ] }, "f1": { "mean": 0.7740387626138026, "std": 0.004745602719112771, "ci_95": 0.004159704187464446, "values": [ 0.7783018867924528, 0.7699876998769988, 0.7692942633099463, 0.7729348277293483, 0.7796751353602666 ] } } }, "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_cropped", "run_name": "p2e_simplecnn_facecrop_aug", "backbone": "simple_cnn", "cnn_preset": "medium", "dropout": 0.0, "epochs": 15, "image_size": 224, "subsample": 0.2, "augment": { "hflip_p": 0.5, "rotation_degrees": 10, "brightness": 0.2, "contrast": 0.2, "saturation": 0.1, "hue": 0.02, "grayscale_p": 0.1, "blur_p": 0.1, "erase_p": 0.2, "noise_p": 0.3, "noise_std": 0.04 } } }