{ "run_name": "p2d_simplecnn_aug", "n_folds": 5, "fold_results": [ { "fold": 0, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.3432222083486893, 0.33507634751774645, 0.3293182541374807, 0.3259058644650159, 0.32449627405515424, 0.32151402560649095, 0.3206712271604273, 0.31893986742253655, 0.3183640861952746, 0.31630628774011577, 0.3165576588224482, 0.31553808332041455, 0.31364991190256897, 0.3127118207790233, 0.3142870426453926 ], "train_acc": [ 0.47175925925925927, 0.5883101851851852, 0.5983217592592592, 0.6283564814814815, 0.6300925925925925, 0.6409143518518519, 0.6443287037037037, 0.6449652777777778, 0.6493055555555556, 0.6523148148148148, 0.6599537037037037, 0.6554398148148148, 0.6583912037037037, 0.6597800925925926, 0.6587384259259259 ], "train_auc": [ 0.5713025745170325, 0.6252053951617511, 0.6522195162465707, 0.6678279856824417, 0.6717118734282121, 0.6834617466135117, 0.6866383298325331, 0.6901815950788752, 0.6914628075703018, 0.6999451749685642, 0.7001394783093279, 0.7021001496770691, 0.7075707751057384, 0.7095949074074074, 0.7072277413408778 ], "train_f1": [ 0.5276829142088378, 0.6807861437673876, 0.6865091910934465, 0.718456817185445, 0.7196245284674094, 0.7295707125735454, 0.7319200907266858, 0.7327146778198929, 0.737707756232687, 0.7388961321164711, 0.7473774720550301, 0.7430519592611773, 0.7438934444010586, 0.7455749340026832, 0.7448842742807701 ], "val_loss": [ 0.33837437480688093, 0.33807249913613, 0.32194422334432604, 0.32031315887967743, 0.3163623419900735, 0.31524986525376636, 0.3115694376329581, 0.31178189168373743, 0.3080384400983652, 0.31005625476439796, 0.3096416714290778, 0.3075092243651549, 0.30712711364030837, 0.30760360732674596, 0.30752624372641246 ], "val_acc": [ 0.6161458333333333, 0.4421875, 0.6005208333333333, 0.6401041666666667, 0.6114583333333333, 0.5817708333333333, 0.6223958333333334, 0.665625, 0.6479166666666667, 0.6046875, 0.6119791666666666, 0.6223958333333334, 0.6401041666666667, 0.6291666666666667, 0.6286458333333333 ], "val_auc": [ 0.6138527199074074, 0.6485691550925926, 0.6915386284722222, 0.68408203125, 0.7003399884259259, 0.7102575231481483, 0.7108159722222221, 0.7113266782407408, 0.7213946759259259, 0.7176294849537037, 0.7190118634259258, 0.7246643518518519, 0.721712962962963, 0.7221448206018518, 0.7223683449074074 ], "val_f1": [ 0.7271380970011107, 0.4413145539906103, 0.6737558485750744, 0.7297614391865468, 0.6873428331936295, 0.6448474126492703, 0.7070707070707071, 0.7530769230769231, 0.7308917197452229, 0.6768837803320562, 0.6825734980826587, 0.6980424822990421, 0.7210335082761405, 0.7052980132450332, 0.7050062060405461 ] }, "test_metrics": { "accuracy": 0.6289583333333333, "auc_roc": 0.7213978009259259, "f1": 0.7043983402489626, "confusion_matrix": [ [ 897, 303 ], [ 1478, 2122 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.5691666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 517, 683 ] ], "n": 1200, "detection_rate": 0.5691666666666667, "pairwise_auc": 0.7173145833333333, "pairwise_f1": 0.6248856358645929 }, "insight": { "accuracy": 0.3883333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 734, 466 ] ], "n": 1200, "detection_rate": 0.3883333333333333, "pairwise_auc": 0.5887399305555556, "pairwise_f1": 0.473336719146775 }, "text2img": { "accuracy": 0.8108333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 227, 973 ] ], "n": 1200, "detection_rate": 0.8108333333333333, "pairwise_auc": 0.8581388888888889, "pairwise_f1": 0.7859450726978998 }, "wiki": { "accuracy": 0.7475, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 897, 303 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.25249999999999995 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.6583333333333333, "auc_roc": 0.7173145833333333, "f1": 0.6248856358645929, "confusion_matrix": [ [ 897, 303 ], [ 517, 683 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.5679166666666666, "auc_roc": 0.5887399305555556, "f1": 0.473336719146775, "confusion_matrix": [ [ 897, 303 ], [ 734, 466 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.7791666666666667, "auc_roc": 0.8581388888888889, "f1": 0.7859450726978998, "confusion_matrix": [ [ 897, 303 ], [ 227, 973 ] ] } } }, { "fold": 1, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.34135231695793294, 0.33233658282293216, 0.32671470636570893, 0.3230978334667506, 0.32052963414677865, 0.32000469129394604, 0.3171410999364323, 0.31599997883593595, 0.3153689634192873, 0.3127501525260784, 0.3129213980226605, 0.3114956370934292, 0.3121951187098468, 0.30899017282106256, 0.3110985143593064 ], "train_acc": [ 0.5291666666666667, 0.5928240740740741, 0.6244212962962963, 0.6361111111111111, 0.6405671296296296, 0.6410300925925926, 0.65, 0.6569444444444444, 0.6519675925925926, 0.656886574074074, 0.6583912037037037, 0.6601273148148148, 0.6627893518518518, 0.6655092592592593, 0.6626157407407407 ], "train_auc": [ 0.5842827021176269, 0.6402050111454047, 0.6614736493341336, 0.6769979388145863, 0.6854288033693415, 0.6863612754343851, 0.6953566172267946, 0.7005833208304755, 0.699118093064129, 0.7068048053840877, 0.7072928722993828, 0.7110104898976908, 0.710223479652492, 0.7191083319044352, 0.7136100751600366 ], "train_f1": [ 0.6125345270978189, 0.6816577685277351, 0.7161228238999212, 0.7248621685481754, 0.7293563989716327, 0.7291621184997599, 0.7388149939540508, 0.7439308855291576, 0.7392246986384529, 0.743699476937708, 0.7450218133125999, 0.7459884953072964, 0.7497530599098132, 0.7512908777969018, 0.7481859018659295 ], "val_loss": [ 0.3324682280421257, 0.3229331818719705, 0.3223130183915297, 0.3171472112337748, 0.32741391447683177, 0.3114958000679811, 0.31507122814655303, 0.3176405022541682, 0.30666357489923635, 0.30443483479321004, 0.3099006695051988, 0.30612343152364097, 0.3034300667544206, 0.3031110850473245, 0.3030962315698465 ], "val_acc": [ 0.49947916666666664, 0.6625, 0.6666666666666666, 0.5552083333333333, 0.7348958333333333, 0.6114583333333333, 0.5604166666666667, 0.696875, 0.6619791666666667, 0.6583333333333333, 0.590625, 0.6302083333333334, 0.6645833333333333, 0.6677083333333333, 0.6526041666666667 ], "val_auc": [ 0.6646889467592592, 0.6834613715277779, 0.6835836226851852, 0.7176895254629629, 0.7107602719907408, 0.717976707175926, 0.72703125, 0.7082154224537037, 0.729400318287037, 0.7377495659722222, 0.7337123842592592, 0.7368851273148148, 0.7385590277777777, 0.740538917824074, 0.7409114583333333 ], "val_f1": [ 0.5399712781235041, 0.757847533632287, 0.7638376383763837, 0.6060885608856088, 0.8294807370184255, 0.6841659610499576, 0.6110599078341014, 0.7888243831640058, 0.7415372361608921, 0.7384370015948963, 0.6528268551236749, 0.70042194092827, 0.744241461477363, 0.7452076677316294, 0.7285307285307285 ] }, "test_metrics": { "accuracy": 0.6535416666666667, "auc_roc": 0.7351962962962963, "f1": 0.7312974632412345, "confusion_matrix": [ [ 874, 326 ], [ 1337, 2263 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.5816666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 502, 698 ] ], "n": 1200, "detection_rate": 0.5816666666666667, "pairwise_auc": 0.7138361111111111, "pairwise_f1": 0.6276978417266187 }, "insight": { "accuracy": 0.4625, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 645, 555 ] ], "n": 1200, "detection_rate": 0.4625, "pairwise_auc": 0.6235090277777777, "pairwise_f1": 0.5333974050937049 }, "text2img": { "accuracy": 0.8416666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 190, 1010 ] ], "n": 1200, "detection_rate": 0.8416666666666667, "pairwise_auc": 0.86824375, "pairwise_f1": 0.7965299684542587 }, "wiki": { "accuracy": 0.7283333333333334, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 874, 326 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.2716666666666666 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.655, "auc_roc": 0.7138361111111111, "f1": 0.6276978417266187, "confusion_matrix": [ [ 874, 326 ], [ 502, 698 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.5954166666666667, "auc_roc": 0.6235090277777777, "f1": 0.5333974050937049, "confusion_matrix": [ [ 874, 326 ], [ 645, 555 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.785, "auc_roc": 0.86824375, "f1": 0.7965299684542587, "confusion_matrix": [ [ 874, 326 ], [ 190, 1010 ] ] } } }, { "fold": 2, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.3432017128776621, 0.3361322825429616, 0.3312958776122994, 0.327618961284558, 0.32551107191377215, 0.3221943142513434, 0.32040270804255094, 0.3188823620478312, 0.31841765749785633, 0.3170403319928381, 0.3163535770166803, 0.3154812162673032, 0.31375355403180477, 0.3136919692986541, 0.3128732605940766 ], "train_acc": [ 0.6121527777777778, 0.580787037037037, 0.6019097222222223, 0.6129629629629629, 0.6235532407407407, 0.6311342592592593, 0.6418402777777777, 0.6409143518518519, 0.6494791666666667, 0.6483796296296296, 0.6509837962962963, 0.6536458333333334, 0.6546296296296297, 0.6572337962962963, 0.6597800925925926 ], "train_auc": [ 0.5712090084876542, 0.6187098926183128, 0.6427650605852766, 0.6595359207104481, 0.6664719435871056, 0.6794381483624827, 0.6827242208933471, 0.6896292902663466, 0.6909287569301554, 0.6965370745456104, 0.69892219114369, 0.699491071173411, 0.7047945869770234, 0.7075826349594193, 0.7091430005429813 ], "train_f1": [ 0.7228287841191067, 0.6733405483405484, 0.6935720967526393, 0.7016416845110636, 0.7130189261922619, 0.7198980488662331, 0.7315316878497375, 0.7288616998033647, 0.7379396876216847, 0.7361931226120181, 0.7382037591700308, 0.7414575143634714, 0.7423365857870651, 0.744290463238786, 0.7459707038845439 ], "val_loss": [ 0.3381376507381598, 0.33743989691138265, 0.32400355438391365, 0.32913788755734763, 0.31807966232299806, 0.31570037131508194, 0.31126136556267736, 0.3205740148822466, 0.31344808464248974, 0.30750460426012677, 0.3072973035275936, 0.3085544841984908, 0.30584329267342886, 0.3057563436528047, 0.3066906807323297 ], "val_acc": [ 0.6020833333333333, 0.44114583333333335, 0.5770833333333333, 0.7052083333333333, 0.6677083333333333, 0.6604166666666667, 0.6364583333333333, 0.5380208333333333, 0.590625, 0.6546875, 0.6338541666666667, 0.621875, 0.6427083333333333, 0.6375, 0.6270833333333333 ], "val_auc": [ 0.6092418981481482, 0.643970630787037, 0.6784903067129631, 0.6768164062500001, 0.7009657118055556, 0.7037912326388889, 0.7130975115740741, 0.705298755787037, 0.7108998842592593, 0.7225245949074073, 0.7233926504629629, 0.719126880787037, 0.7292968750000001, 0.7291876446759259, 0.7279484953703705 ], "val_f1": [ 0.6994492525570417, 0.43615344193378874, 0.6469565217391304, 0.8064295485636115, 0.759245283018868, 0.7478731631863882, 0.7157980456026058, 0.5829807240244476, 0.6591500433651344, 0.734906037584966, 0.7096241222635274, 0.6959798994974874, 0.7162944582299421, 0.7121588089330024, 0.6986531986531986 ] }, "test_metrics": { "accuracy": 0.6375, "auc_roc": 0.7324938657407407, "f1": 0.7140039447731755, "confusion_matrix": [ [ 888, 312 ], [ 1428, 2172 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.5583333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 530, 670 ] ], "n": 1200, "detection_rate": 0.5583333333333333, "pairwise_auc": 0.7142305555555555, "pairwise_f1": 0.614115490375802 }, "insight": { "accuracy": 0.4191666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 697, 503 ] ], "n": 1200, "detection_rate": 0.4191666666666667, "pairwise_auc": 0.6156399305555555, "pairwise_f1": 0.4992555831265509 }, "text2img": { "accuracy": 0.8325, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 201, 999 ] ], "n": 1200, "detection_rate": 0.8325, "pairwise_auc": 0.8676111111111111, "pairwise_f1": 0.7956989247311828 }, "wiki": { "accuracy": 0.74, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 888, 312 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.26 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.6491666666666667, "auc_roc": 0.7142305555555555, "f1": 0.614115490375802, "confusion_matrix": [ [ 888, 312 ], [ 530, 670 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.5795833333333333, "auc_roc": 0.6156399305555555, "f1": 0.4992555831265509, "confusion_matrix": [ [ 888, 312 ], [ 697, 503 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.78625, "auc_roc": 0.8676111111111111, "f1": 0.7956989247311828, "confusion_matrix": [ [ 888, 312 ], [ 201, 999 ] ] } } }, { "fold": 3, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.3422969259045742, 0.3340135246239327, 0.32988277044561176, 0.3258236734403504, 0.3224401587413417, 0.3208613306559898, 0.3194242352688754, 0.3181941964560085, 0.3169373148845302, 0.3154708259911449, 0.3140328030343409, 0.3134019218661167, 0.3126688904784344, 0.3126100615494781, 0.31205870856841406 ], "train_acc": [ 0.6261574074074074, 0.5974537037037037, 0.6171875, 0.6219907407407408, 0.6372106481481481, 0.6428819444444445, 0.639988425925926, 0.6538194444444444, 0.651099537037037, 0.6548611111111111, 0.6539930555555555, 0.655787037037037, 0.6585069444444445, 0.6561342592592593, 0.6594907407407408 ], "train_auc": [ 0.5766818397776634, 0.6320873074559901, 0.6497502018318473, 0.6660870699016919, 0.6798354088077274, 0.6841931905864198, 0.6877101641089391, 0.6927077260516689, 0.6958822462991541, 0.70048828125, 0.7035443279892548, 0.7064093935756743, 0.7093209787237083, 0.7091885913208733, 0.7111335448102424 ], "train_f1": [ 0.7368849788204627, 0.6911464345972826, 0.7099320324490244, 0.7117896223085068, 0.7272094338801619, 0.7315439161265063, 0.7281150299375028, 0.7429087158329035, 0.7379720978747447, 0.7429975006463846, 0.7405736104482146, 0.7421536327379921, 0.745020092468565, 0.7423690600069373, 0.7452813852813853 ], "val_loss": [ 0.33704863985379535, 0.3310091565052668, 0.3267402487496535, 0.32072843462228773, 0.31991002758344017, 0.3109689460446437, 0.31181026846170423, 0.307723306491971, 0.3066505029797554, 0.30859205350279806, 0.3080542877316475, 0.30592135017116867, 0.30444662968317665, 0.3036535983284315, 0.30318543675045173 ], "val_acc": [ 0.6494791666666667, 0.4942708333333333, 0.5135416666666667, 0.5625, 0.69375, 0.6572916666666667, 0.671875, 0.6864583333333333, 0.6260416666666667, 0.5895833333333333, 0.5911458333333334, 0.6109375, 0.6213541666666667, 0.6270833333333333, 0.6328125 ], "val_auc": [ 0.6172135416666666, 0.6680613425925925, 0.6827640335648149, 0.6948546006944445, 0.6994994212962964, 0.7136349826388888, 0.7139076967592592, 0.7269574652777777, 0.7284584780092592, 0.7292078993055556, 0.7312145543981481, 0.7319089988425925, 0.7353385416666667, 0.7363563368055555, 0.7372330729166666 ], "val_f1": [ 0.7548269581056466, 0.5233186057928326, 0.5513928914505284, 0.6229802513464991, 0.7890961262553802, 0.7419607843137255, 0.7595419847328244, 0.774024024024024, 0.6988255033557047, 0.6510186005314438, 0.6521931767833408, 0.6809055958991884, 0.6938947368421052, 0.7001675041876047, 0.7078325735598839 ] }, "test_metrics": { "accuracy": 0.6372916666666667, "auc_roc": 0.7464637731481482, "f1": 0.7104606685514718, "confusion_matrix": [ [ 923, 277 ], [ 1464, 2136 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.5308333333333334, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 563, 637 ] ], "n": 1200, "detection_rate": 0.5308333333333334, "pairwise_auc": 0.7140843750000001, "pairwise_f1": 0.6026490066225165 }, "insight": { "accuracy": 0.42, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 696, 504 ] ], "n": 1200, "detection_rate": 0.42, "pairwise_auc": 0.6437659722222222, "pairwise_f1": 0.508833922261484 }, "text2img": { "accuracy": 0.8291666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 205, 995 ] ], "n": 1200, "detection_rate": 0.8291666666666667, "pairwise_auc": 0.8815409722222224, "pairwise_f1": 0.8050161812297735 }, "wiki": { "accuracy": 0.7691666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 923, 277 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.23083333333333333 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.65, "auc_roc": 0.7140843750000001, "f1": 0.6026490066225165, "confusion_matrix": [ [ 923, 277 ], [ 563, 637 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.5945833333333334, "auc_roc": 0.6437659722222222, "f1": 0.508833922261484, "confusion_matrix": [ [ 923, 277 ], [ 696, 504 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.7991666666666667, "auc_roc": 0.8815409722222224, "f1": 0.8050161812297735, "confusion_matrix": [ [ 923, 277 ], [ 205, 995 ] ] } } }, { "fold": 4, "train_size": 17280, "val_size": 1920, "test_size": 4800, "history": { "train_loss": [ 0.34190545937529315, 0.33423557830629524, 0.3278784419651385, 0.3254611318586049, 0.32319095537618353, 0.3206246926828667, 0.32062207385897634, 0.318214114010334, 0.3172161552089232, 0.3168039749893877, 0.31658775938881767, 0.31374884711371526, 0.3145395788605566, 0.31365797674214396, 0.3130338887925501 ], "train_acc": [ 0.5179976851851852, 0.6002893518518518, 0.6147569444444444, 0.6287615740740741, 0.6365740740740741, 0.6424189814814815, 0.6464699074074074, 0.6509259259259259, 0.6591435185185185, 0.6520833333333333, 0.6596643518518519, 0.6600115740740741, 0.6618055555555555, 0.6641782407407407, 0.6588541666666666 ], "train_auc": [ 0.580956290009145, 0.6321801411751258, 0.6597076385316644, 0.6695928712277093, 0.675423060985368, 0.687096345236054, 0.6861537012031321, 0.693255342292524, 0.6985244841678098, 0.6981359221393462, 0.6995920138888889, 0.7069281907293097, 0.7061520133173297, 0.7091995759745084, 0.7090486754115226 ], "train_f1": [ 0.5996250540787387, 0.693226737730402, 0.7046190708612504, 0.7195628415300547, 0.7272885183255168, 0.7303277615327544, 0.7357813243371827, 0.7395734392539505, 0.7449112169770463, 0.740032863443743, 0.7467596779055247, 0.7460557596714934, 0.7487100103199175, 0.7499892292447546, 0.7455651948724589 ], "val_loss": [ 0.3369367082913717, 0.3295597155888875, 0.32405452529589335, 0.31579154878854754, 0.3234446888168653, 0.31575660382707915, 0.31100493085881076, 0.30960125252604487, 0.30768936971823374, 0.3080344771345456, 0.3091481186449528, 0.3133338193098704, 0.30498845701416333, 0.30529720534880955, 0.3054157773653666 ], "val_acc": [ 0.5088541666666667, 0.49166666666666664, 0.5260416666666666, 0.634375, 0.5057291666666667, 0.6807291666666667, 0.684375, 0.5989583333333334, 0.6802083333333333, 0.6005208333333333, 0.5953125, 0.5515625, 0.6322916666666667, 0.6296875, 0.6286458333333333 ], "val_auc": [ 0.625418113425926, 0.675193142361111, 0.6908600983796297, 0.6994191261574073, 0.7080750868055555, 0.7012608506944443, 0.7157660590277778, 0.7237608506944445, 0.7218901909722222, 0.7242021122685185, 0.7233080150462963, 0.7265342881944444, 0.7289518229166667, 0.7290747974537036, 0.7287854456018519 ], "val_f1": [ 0.5692096847875743, 0.528957528957529, 0.5719661335841957, 0.720763723150358, 0.5345757724374693, 0.7722036417688591, 0.772351615326822, 0.6666666666666666, 0.7667173252279635, 0.6701075268817205, 0.6611426079372001, 0.6015733456732995, 0.708505367464905, 0.7031315240083508, 0.7015487651737129 ] }, "test_metrics": { "accuracy": 0.6358333333333334, "auc_roc": 0.7374539351851852, "f1": 0.7076923076923077, "confusion_matrix": [ [ 936, 264 ], [ 1484, 2116 ] ] }, "source_metrics": { "inpainting": { "accuracy": 0.5383333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 554, 646 ] ], "n": 1200, "detection_rate": 0.5383333333333333, "pairwise_auc": 0.7096381944444444, "pairwise_f1": 0.6123222748815166 }, "insight": { "accuracy": 0.4166666666666667, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 700, 500 ] ], "n": 1200, "detection_rate": 0.4166666666666667, "pairwise_auc": 0.6287520833333333, "pairwise_f1": 0.5091649694501018 }, "text2img": { "accuracy": 0.8083333333333333, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 0, 0 ], [ 230, 970 ] ], "n": 1200, "detection_rate": 0.8083333333333333, "pairwise_auc": 0.873971527777778, "pairwise_f1": 0.7970419063270336 }, "wiki": { "accuracy": 0.78, "auc_roc": null, "f1": null, "confusion_matrix": [ [ 936, 264 ], [ 0, 0 ] ], "n": 1200, "false_alarm_rate": 0.21999999999999997 } }, "pair_metrics": { "wiki_vs_inpainting": { "sources": [ "wiki", "inpainting" ], "n": 2400, "accuracy": 0.6591666666666667, "auc_roc": 0.7096381944444444, "f1": 0.6123222748815166, "confusion_matrix": [ [ 936, 264 ], [ 554, 646 ] ] }, "wiki_vs_insight": { "sources": [ "wiki", "insight" ], "n": 2400, "accuracy": 0.5983333333333334, "auc_roc": 0.6287520833333333, "f1": 0.5091649694501018, "confusion_matrix": [ [ 936, 264 ], [ 700, 500 ] ] }, "wiki_vs_text2img": { "sources": [ "wiki", "text2img" ], "n": 2400, "accuracy": 0.7941666666666667, "auc_roc": 0.873971527777778, "f1": 0.7970419063270336, "confusion_matrix": [ [ 936, 264 ], [ 230, 970 ] ] } } } ], "aggregated_metrics": { "accuracy": { "mean": 0.638625, "std": 0.009038641967193494, "ci_95": 0.007922719002267414, "values": [ 0.6289583333333333, 0.6535416666666667, 0.6375, 0.6372916666666667, 0.6358333333333334 ] }, "auc_roc": { "mean": 0.7346011342592592, "std": 0.009055157150786027, "ci_95": 0.00793719519895154, "values": [ 0.7213978009259259, 0.7351962962962963, 0.7324938657407407, 0.7464637731481482, 0.7374539351851852 ] }, "f1": { "mean": 0.7135705449014305, "std": 0.010521238176426851, "ci_95": 0.009222271877822893, "values": [ 0.7043983402489626, 0.7312974632412345, 0.7140039447731755, 0.7104606685514718, 0.7076923076923077 ] } }, "aggregated_per_source": { "inpainting": { "accuracy": { "mean": 0.5556666666666666, "std": 0.021109831832584545, "ci_95": 0.018503583436729216, "values": [ 0.5691666666666667, 0.5816666666666667, 0.5583333333333333, 0.5308333333333334, 0.5383333333333333 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.5556666666666666, "std": 0.021109831832584545, "ci_95": 0.018503583436729216, "values": [ 0.5691666666666667, 0.5816666666666667, 0.5583333333333333, 0.5308333333333334, 0.5383333333333333 ] }, "pairwise_auc": { "mean": 0.7138207638888889, "std": 0.002735795909474015, "ci_95": 0.002398030845450705, "values": [ 0.7173145833333333, 0.7138361111111111, 0.7142305555555555, 0.7140843750000001, 0.7096381944444444 ] }, "pairwise_f1": { "mean": 0.6163340498942093, "std": 0.010131166540143349, "ci_95": 0.008880359013451697, "values": [ 0.6248856358645929, 0.6276978417266187, 0.614115490375802, 0.6026490066225165, 0.6123222748815166 ] } }, "insight": { "accuracy": { "mean": 0.4213333333333333, "std": 0.026513885251149293, "ci_95": 0.023240445109525967, "values": [ 0.3883333333333333, 0.4625, 0.4191666666666667, 0.42, 0.4166666666666667 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.4213333333333333, "std": 0.026513885251149293, "ci_95": 0.023240445109525967, "values": [ 0.3883333333333333, 0.4625, 0.4191666666666667, 0.42, 0.4166666666666667 ] }, "pairwise_auc": { "mean": 0.620081388888889, "std": 0.020309497167347312, "ci_95": 0.01780205917197098, "values": [ 0.5887399305555556, 0.6235090277777777, 0.6156399305555555, 0.6437659722222222, 0.6287520833333333 ] }, "pairwise_f1": { "mean": 0.5047977198157233, "std": 0.021643796107226543, "ci_95": 0.01897162375966632, "values": [ 0.473336719146775, 0.5333974050937049, 0.4992555831265509, 0.508833922261484, 0.5091649694501018 ] } }, "text2img": { "accuracy": { "mean": 0.8244999999999999, "std": 0.014392802985443043, "ci_95": 0.012615848057987322, "values": [ 0.8108333333333333, 0.8416666666666667, 0.8325, 0.8291666666666667, 0.8083333333333333 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "detection_rate": { "mean": 0.8244999999999999, "std": 0.014392802985443043, "ci_95": 0.012615848057987322, "values": [ 0.8108333333333333, 0.8416666666666667, 0.8325, 0.8291666666666667, 0.8083333333333333 ] }, "pairwise_auc": { "mean": 0.8699012500000002, "std": 0.00863706367765329, "ci_95": 0.007570720111617017, "values": [ 0.8581388888888889, 0.86824375, 0.8676111111111111, 0.8815409722222224, 0.873971527777778 ] }, "pairwise_f1": { "mean": 0.7960464106880297, "std": 0.006779369420033433, "ci_95": 0.005942379300169007, "values": [ 0.7859450726978998, 0.7965299684542587, 0.7956989247311828, 0.8050161812297735, 0.7970419063270336 ] } }, "wiki": { "accuracy": { "mean": 0.7529999999999999, "std": 0.021201742590855322, "ci_95": 0.018584146768445164, "values": [ 0.7475, 0.7283333333333334, 0.74, 0.7691666666666667, 0.78 ] }, "n": { "mean": 1200.0, "std": 0.0, "ci_95": 0.0, "values": [ 1200, 1200, 1200, 1200, 1200 ] }, "false_alarm_rate": { "mean": 0.24699999999999997, "std": 0.02120174259085532, "ci_95": 0.01858414676844516, "values": [ 0.25249999999999995, 0.2716666666666666, 0.26, 0.23083333333333333, 0.21999999999999997 ] } } }, "aggregated_pairwise": { "wiki_vs_inpainting": { "accuracy": { "mean": 0.6543333333333334, "std": 0.004617298392398352, "ci_95": 0.004047240486498859, "values": [ 0.6583333333333333, 0.655, 0.6491666666666667, 0.65, 0.6591666666666667 ] }, "auc_roc": { "mean": 0.7138207638888889, "std": 0.002735795909474015, "ci_95": 0.002398030845450705, "values": [ 0.7173145833333333, 0.7138361111111111, 0.7142305555555555, 0.7140843750000001, 0.7096381944444444 ] }, "f1": { "mean": 0.6163340498942093, "std": 0.010131166540143349, "ci_95": 0.008880359013451697, "values": [ 0.6248856358645929, 0.6276978417266187, 0.614115490375802, 0.6026490066225165, 0.6123222748815166 ] } }, "wiki_vs_insight": { "accuracy": { "mean": 0.5871666666666666, "std": 0.012998397337107918, "ci_95": 0.011393597617375616, "values": [ 0.5679166666666666, 0.5954166666666667, 0.5795833333333333, 0.5945833333333334, 0.5983333333333334 ] }, "auc_roc": { "mean": 0.620081388888889, "std": 0.020309497167347312, "ci_95": 0.01780205917197098, "values": [ 0.5887399305555556, 0.6235090277777777, 0.6156399305555555, 0.6437659722222222, 0.6287520833333333 ] }, "f1": { "mean": 0.5047977198157233, "std": 0.021643796107226543, "ci_95": 0.01897162375966632, "values": [ 0.473336719146775, 0.5333974050937049, 0.4992555831265509, 0.508833922261484, 0.5091649694501018 ] } }, "wiki_vs_text2img": { "accuracy": { "mean": 0.7887500000000001, "std": 0.007905694150420953, "ci_95": 0.006929646455628169, "values": [ 0.7791666666666667, 0.785, 0.78625, 0.7991666666666667, 0.7941666666666667 ] }, "auc_roc": { "mean": 0.8699012500000002, "std": 0.00863706367765329, "ci_95": 0.007570720111617017, "values": [ 0.8581388888888889, 0.86824375, 0.8676111111111111, 0.8815409722222224, 0.873971527777778 ] }, "f1": { "mean": 0.7960464106880297, "std": 0.006779369420033433, "ci_95": 0.005942379300169007, "values": [ 0.7859450726978998, 0.7965299684542587, 0.7956989247311828, 0.8050161812297735, 0.7970419063270336 ] } } }, "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": "p2d_simplecnn_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 } } }