Upload 5 files

folds_results/per_class_summary.csv

@@ -0,0 +1,25 @@
+Variant,Variant_Name,Class,Class_Name,DICE_mean,DICE_std,DICE_min,DICE_max,PRECISION_mean,PRECISION_std,PRECISION_min,PRECISION_max,RECALL_mean,RECALL_std,RECALL_min,RECALL_max,IOU_mean,IOU_std,IOU_min,IOU_max,SPECIFICITY_mean,SPECIFICITY_std,SPECIFICITY_min,SPECIFICITY_max,HD95_mean,HD95_std,HD95_min,HD95_max
+0,Baseline U-Net,0,Background,0.9927390233560847,0.0008557022828112749,0.9913005323279758,0.9937827027076672,0.9998071022132567,1.8745223138585155e-05,0.9997737850569476,0.9998301955531911,0.9857716671626623,0.0017029062811467098,0.9829151730515912,0.9878629950283033,0.9855841625733465,0.0016861036795099535,0.9827511207235952,0.9876422372999091,0.9884649412892275,0.0011392510163471315,0.9864455114710715,0.9898770819191928,8.217149209339615,0.28010510786012727,7.810249675906654,8.54400374531753
+0,Baseline U-Net,1,Ventricles,0.8360783965714017,0.023547299710068564,0.7921353527644173,0.8598566120672907,0.7320829632556957,0.035518712374533225,0.6661098652112766,0.7690101293746738,0.9758784683064947,0.0008913042946155428,0.9747035036995493,0.9769754410347683,0.719018170870451,0.03407980179602355,0.6558146681230903,0.7541653279473644,0.9970126783502149,0.0005678232400968353,0.9959417392612191,0.9975729258572616,3.644619786013603,0.3416820384482594,3.3166247903554,4.242640687119285
+0,Baseline U-Net,2,Normal_WMH,0.43170282628072193,0.02077646515832477,0.397340335422426,0.4543604913578635,0.28559861264448017,0.01820244697696441,0.25601902385758923,0.3057998784873526,0.8867653413977777,0.0027492759811260288,0.8836430423485209,0.8906385047512677,0.275490922387409,0.01678965614774238,0.24792558532828382,0.2939627829240887,0.9942284092052104,0.000540510564434839,0.9933342228207953,0.9948119362698458,5.670303135052444,0.21831710105811547,5.385164807134504,6.0
+0,Baseline U-Net,3,Abnormal_WMH,0.5950702199278168,0.02847074647570005,0.5562080131455882,0.6363977316370455,0.44516391732477223,0.03037111294195177,0.4051361484164979,0.49088893845990933,0.8994566683353249,0.007186630007659639,0.886940772994121,0.9070941389530177,0.42414407746760646,0.028890847865773363,0.38524109997133177,0.46670333894432436,0.9938399377184371,0.0007065674074864757,0.9928972797775213,0.994883684794961,8.454363326120031,1.0600663894099434,7.0,9.433981132056603
+1,Baseline Pix2Pix (Softmax + WCE),0,Background,0.9972726057430403,0.00019947661017745517,0.9969053983952461,0.9974789191282033,0.9981202095501635,0.0001653445261522865,0.9978793605489084,0.9983196414837746,0.9964266131503023,0.0004736386166011915,0.9955394458150354,0.99696002973466,0.9945601272978667,0.00039670926961564055,0.9938298908202613,0.9949705179873038,0.8861964112383347,0.01006099898729596,0.871567355843603,0.8982897980566323,7.358405311408025,0.2321018591958458,7.211102550927978,7.810249675906654
+1,Baseline Pix2Pix (Softmax + WCE),1,Ventricles,0.8676362177474968,0.01409294807259979,0.8451710877232205,0.8856303276501375,0.8209284959489587,0.034335553330312456,0.7622532485668403,0.8699374463380597,0.921694458337144,0.018937467713608668,0.9002043048118444,0.9483303803791522,0.7664891994803973,0.02188390227608749,0.7318582681281686,0.794736566890425,0.998310883412689,0.0004296010644529966,0.9975488293413719,0.9988825679832544,3.4978744146550866,0.40604750867519823,3.1622776601683795,4.242640687119285
+1,Baseline Pix2Pix (Softmax + WCE),2,Normal_WMH,0.6275955493745045,0.017313611082647277,0.5980883609216516,0.6505165850997138,0.6394550374601378,0.05666401023487321,0.5783771734271548,0.7416157013201358,0.6277711754520642,0.06695312809830206,0.5011073897998566,0.7007886776126275,0.45752685988630193,0.018273242401879143,0.4266234363492765,0.48204859571970415,0.9990445926613022,0.00028851065880000003,0.9986787618334362,0.9995484570419395,5.185802240525523,0.327803481007252,4.69041575982343,5.477225575051661
+1,Baseline Pix2Pix (Softmax + WCE),3,Abnormal_WMH,0.7999532582921899,0.015023215254137422,0.770958842407088,0.814736893607154,0.759869171226104,0.03806091171556131,0.6863177521370066,0.7928782053664877,0.8469320385844515,0.021560685867219657,0.8185426380475787,0.879413766969957,0.6668590505990957,0.020553786368679428,0.6272848046171356,0.6873890608868035,0.998516840938585,0.00036643908836723,0.9978078439144445,0.9988337970613465,5.1885203347447195,0.2815257287363665,5.0,5.744562646538029
+2,Baseline Pix2Pix (Softmax + Focal),0,Background,0.9971526294866815,0.00023012712778812898,0.9968057056334412,0.9973916282899333,0.9980366007328518,0.0003661652799377289,0.9974062869733331,0.9984462690917474,0.9962707866102706,0.0007306631569516611,0.9951705246046793,0.9970780930208308,0.9943215329793187,0.00045760098838605097,0.9936317533213728,0.9947968283855086,0.8811259330517867,0.02229389599241578,0.8427662151363425,0.9060892122415989,7.411462074439415,0.2650092812454025,7.0710678118654755,7.810249675906654
+2,Baseline Pix2Pix (Softmax + Focal),1,Ventricles,0.8690962633609592,0.01059701332604824,0.8556451149067614,0.8826182278941628,0.8381359267097789,0.02297678035118595,0.799053337423267,0.8681584492887918,0.9031510414451359,0.015247605242434233,0.8828172022949256,0.9273573469189585,0.7686523138898462,0.016562529131476187,0.7477095838473623,0.789898537749336,0.9985454556183907,0.0002666638643335014,0.9980673610725141,0.9988704143469601,3.5334058841887215,0.5612867872848226,3.0,4.58257569495584
+2,Baseline Pix2Pix (Softmax + Focal),2,Normal_WMH,0.6129442292770939,0.019766666412824443,0.5893783449973349,0.6431503567581638,0.5772421380067165,0.05164696485851644,0.47612079286870407,0.6177516853637709,0.6645743301624227,0.06347837693577854,0.5857821953311749,0.7733362143453616,0.44219720101688037,0.020639520448957453,0.41781461592280844,0.4740026722647948,0.9986886253646363,0.0004520111404754104,0.997799286919777,0.9990099445630357,5.362997939908055,0.6620068704643117,4.69041575982343,6.6332495807108
+2,Baseline Pix2Pix (Softmax + Focal),3,Abnormal_WMH,0.7874766549944588,0.013631066394935228,0.7631490242111962,0.8016684045876349,0.7489478795396208,0.043068421444657064,0.696888964367235,0.8127171693944097,0.8343621954185011,0.03690057592356937,0.7721089746049965,0.8752392329121867,0.6496593445948088,0.01837542164232129,0.6170096795408166,0.6689871214751439,0.9984421484670774,0.0003974095300574832,0.9979994439046649,0.9990296003420287,5.702746914840974,0.2804953213009929,5.385164807134504,6.082762530298219
+3,Baseline Pix2Pix + Attention D (Fixed Weights),0,Background,0.9973853363163743,0.00017279973922293052,0.9971374211828671,0.9976383672935385,0.9978985137747239,0.00018108259601209425,0.9977186107092126,0.9982420307640644,0.9968728031340314,0.00037862871026841987,0.9964265848207796,0.9975581367842776,0.9947843691623834,0.0003438031656009156,0.9942911843006261,0.9952878629241126,0.8726908837900718,0.011011373194872838,0.8616763586696065,0.8935525988022172,7.291903305108647,0.16776825964882003,7.14142842854285,7.615773105863909
+3,Baseline Pix2Pix + Attention D (Fixed Weights),1,Ventricles,0.8735642328402141,0.012736521842952398,0.8579171726883185,0.8905402386538542,0.8554649655581101,0.024564497530282094,0.8260828617838859,0.8855942860009678,0.8929951424615823,0.012283348910211546,0.8734242673418559,0.9120387246624629,0.7757386622124404,0.020064253163384067,0.7511864745464626,0.8026791684389987,0.9987417544076005,0.0002520085553170366,0.9984432105186068,0.9990412677774083,3.5129040421937416,0.5094165194993904,3.1622776601683795,4.47213595499958
+3,Baseline Pix2Pix + Attention D (Fixed Weights),2,Normal_WMH,0.6275123636828698,0.013642222660756053,0.6038774658169764,0.6454318902936753,0.6058580286744182,0.02323783282864581,0.5840652130007469,0.6508830234264855,0.651615168537566,0.018163596282293113,0.6250810285203514,0.6785328435591007,0.4573512312450176,0.014408015824969372,0.4325390150445145,0.47648537247315476,0.9988993780107449,0.000108634320206501,0.9988101591577089,0.9991120726268776,5.227373498390259,0.27306832172038975,5.0,5.744562646538029
+3,Baseline Pix2Pix + Attention D (Fixed Weights),3,Abnormal_WMH,0.7978021672992262,0.0097278190662368,0.7786665045883555,0.8044989150030231,0.7682800213455995,0.020416688295585055,0.7390311155199891,0.7946835570544304,0.8303340911707572,0.01516721615167826,0.8106174456979042,0.850744351533209,0.663727429952424,0.013313487714612163,0.6375543678394817,0.672938674083309,0.998628606431966,0.00016875000541220325,0.9984153594958671,0.9988577558169792,4.905369520991,0.5808182697991942,4.47213595499958,6.0
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),0,Background,0.9978563754675503,5.7696303166348665e-05,0.9977649575191003,0.9979289932236821,0.997807286256467,0.00023179310804737703,0.997373768432166,0.9979953981523524,0.9979055983811307,0.00028551726154417103,0.9975346232803731,0.9984174420338939,0.9957219281440135,0.00011489697544491726,0.9955398835878516,0.9958665468568333,0.8670113984826932,0.014131348156558506,0.8405758510205205,0.8784949192138403,7.0710678118654755,0.0,7.0710678118654755,7.0710678118654755
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),1,Ventricles,0.9005207994307316,0.002779628763368272,0.8969091325598326,0.9046872262504734,0.9001738145755027,0.011111338851862567,0.8890615748956573,0.9149544083661837,0.9011605530633844,0.012423405318137053,0.8795618890981939,0.9165486898204351,0.8190546854951553,0.004601846528867028,0.8130872614703083,0.8259624537688036,0.9991693094971182,0.00011189088464125812,0.9990522271257429,0.9993224874657651,3.0,0.0,3.0,3.0
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),2,Normal_WMH,0.6588160145653053,0.003610686036543374,0.653585743688856,0.6628902682734057,0.6466279702966612,0.017326615010880977,0.6148153402359322,0.6666758529442025,0.6724557044061352,0.0186119142335435,0.6518204407933994,0.7023282195313787,0.4912305135868575,0.004011268784927419,0.4854269335200937,0.49576355069783473,0.9990456823998766,0.00010048271153988495,0.998861991595035,0.9991551033295635,4.896311036104438,0.16167324367956717,4.58257569495584,5.0
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),3,Abnormal_WMH,0.8167148003317196,0.009225962007780475,0.8028257967895284,0.8291947464527972,0.8353259329196312,0.02877915738477011,0.8016782414612899,0.8857436641854386,0.8005189266941537,0.02663652136176693,0.7523923291321434,0.8258769732690765,0.690312285950698,0.013170840237586913,0.670600648290436,0.708226021313601,0.9991286718982151,0.0001946599001791236,0.9988857076985507,0.9994706656211612,4.263263254555764,0.15680058148677103,4.0,4.47213595499958
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),0,Background,0.9980326047571431,4.204951878765846e-05,0.9979761971782577,0.9980912029889262,0.9978828935922399,0.00010364495100972466,0.9977052736096627,0.9979928241089359,0.9981823778186565,9.860176782383529e-05,0.9980487332949586,0.9983058945379617,0.9960729391176546,8.376957044639592e-05,0.9959605693676274,0.9961896791069843,0.8715768044731222,0.006309350803827352,0.8607615595388808,0.8782758828022581,7.099212058536426,0.034469521769425776,7.0710678118654755,7.14142842854285
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),1,Ventricles,0.9071715657544939,0.0022281103829889216,0.9039540772675188,0.9109281088873475,0.9160392335798957,0.004559118899520436,0.9089865446618363,0.9203563785640736,0.8985427387010126,0.007237919705595968,0.8932359000000905,0.9128779850959954,0.8301210484551248,0.003734054900859618,0.8247410610441661,0.8364260581151314,0.9993170358924909,4.5410134762928377e-05,0.9992425404247084,0.9993594401402782,3.0,0.0,3.0,3.0
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),2,Normal_WMH,0.6774441277262501,0.006755910578699237,0.6656559350745109,0.6853599067095762,0.6602323973414891,0.018603983569214385,0.6299949357305086,0.6851902322013377,0.6961592480534351,0.009699092651992201,0.6790460241986845,0.7055963699203068,0.5122627723831047,0.007698531542284681,0.4988637882626485,0.5213289250856356,0.9990703831408989,8.829180802957211e-05,0.9989282141699475,0.9991931044695976,4.87263808341945,0.2395790224757369,4.58257569495584,5.0990195135927845
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),3,Abnormal_WMH,0.8253286697572065,0.008684753041821314,0.8113191153761043,0.8366953234237683,0.8484847609424685,0.01274225474283077,0.8286155628489044,0.8624276474988148,0.8039613117017919,0.021250570588361727,0.7796231359089828,0.8300643520470244,0.7026967245625875,0.012554062033821594,0.6825373621052295,0.7192400583192698,0.9992145171004146,9.32030056824414e-05,0.9990672898465035,0.9993189968903287,4.505059198550056,0.3231742835677541,4.123105625617661,5.0990195135927845

folds_results/test_metrics_all_variants_folds.csv

@@ -0,0 +1,31 @@
+Variant,Variant_Name,Fold,Test_Samples,DICE_class_0,DICE_class_1,DICE_class_2,DICE_class_3,DICE_mean,PRECISION_class_0,PRECISION_class_1,PRECISION_class_2,PRECISION_class_3,PRECISION_mean,RECALL_class_0,RECALL_class_1,RECALL_class_2,RECALL_class_3,RECALL_mean,IOU_class_0,IOU_class_1,IOU_class_2,IOU_class_3,IOU_mean,SPECIFICITY_class_0,SPECIFICITY_class_1,SPECIFICITY_class_2,SPECIFICITY_class_3,SPECIFICITY_mean,HD95_class_0,HD95_class_1,HD95_class_2,HD95_class_3,HD95_mean
+0,Baseline U-Net,0,1185,0.993397625,0.851965511,0.454360491,0.611436512,0.727790035,0.999804014,0.75548022,0.305799878,0.461134618,0.630554683,0.987072814,0.976704165,0.883643042,0.907094139,0.93862854,0.986881861,0.742107941,0.293962783,0.440337455,0.61582251,0.98826652,0.997380294,0.994811936,0.994218794,0.993669386,8,3.31662479,5.477225575,7.348469228,6.035579898
+0,Baseline U-Net,1,1185,0.993782703,0.859856612,0.451157468,0.636397732,0.735298629,0.999773785,0.769010129,0.302886128,0.490888938,0.640639745,0.987862995,0.975042599,0.883805099,0.90451235,0.937805761,0.987642237,0.754165328,0.291286854,0.466703339,0.624949439,0.986445511,0.997572926,0.994739077,0.994883685,0.9934103,7.810249676,3.31662479,5.385164807,7,5.878009818
+0,Baseline U-Net,2,1185,0.992737627,0.84090353,0.42255326,0.599609933,0.713951087,0.999816536,0.738678507,0.276982134,0.448979331,0.616114127,0.985758253,0.975966633,0.890638505,0.902341592,0.938676246,0.985579977,0.725481917,0.267871649,0.428173512,0.601776764,0.989031,0.997138767,0.993987158,0.993960152,0.993529269,8.485281374,3.605551275,5.744562647,9.433981132,6.817344107
+0,Baseline U-Net,3,1185,0.99247663,0.835530977,0.433102577,0.571698909,0.708202273,0.99981098,0.731136095,0.286305899,0.41968055,0.609233381,0.985249101,0.974703504,0.888828868,0.896394487,0.93629399,0.985065616,0.717520999,0.276407741,0.400264981,0.594814834,0.988704593,0.997029665,0.994269652,0.993239778,0.993310922,8.246211251,3.741657387,5.744562647,9.055385138,6.696954106
+0,Baseline U-Net,4,1185,0.991300532,0.792135353,0.397340335,0.556208013,0.684246058,0.999830196,0.666109865,0.256019024,0.405136148,0.581773808,0.982915173,0.976975441,0.886911193,0.886940773,0.933435645,0.982751121,0.655814668,0.247925585,0.3852411,0.567933119,0.989877082,0.995941739,0.993334223,0.99289728,0.993012581,8.544003745,4.242640687,6,9.433981132,7.055156391
+1,Baseline Pix2Pix (Softmax + WCE),0,1185,0.997237974,0.859186439,0.633527651,0.803597024,0.823387272,0.997879361,0.821743639,0.616402657,0.780446177,0.804117958,0.996597412,0.900204305,0.651631374,0.828163333,0.844149106,0.994491164,0.753134841,0.463622737,0.671677553,0.720731574,0.871567356,0.99838174,0.998951196,0.998729345,0.966907409,7.810249676,4.242640687,5.477225575,5,5.632528985
+1,Baseline Pix2Pix (Softmax + WCE),1,1185,0.997478919,0.885630328,0.633725758,0.805506048,0.830585263,0.997998349,0.869937446,0.578377173,0.792878205,0.809797794,0.99696003,0.90189978,0.700788678,0.818542638,0.854547781,0.994970518,0.794736567,0.46383496,0.674349206,0.731972813,0.878744019,0.998882568,0.998678762,0.998833797,0.968784787,7.211102551,3.16227766,4.898979486,5.099019514,5.092844803
+1,Baseline Pix2Pix (Softmax + WCE),2,1185,0.997395205,0.876300431,0.622119392,0.814736894,0.82763798,0.998319641,0.823100929,0.606018696,0.777631195,0.801267615,0.996472479,0.93685201,0.639098963,0.855561122,0.856996143,0.994803944,0.779835159,0.45150457,0.687389061,0.728383183,0.898289798,0.998331439,0.99892542,0.998665665,0.973553081,7.211102551,3.16227766,5.385164807,5.099019514,5.214391133
+1,Baseline Pix2Pix (Softmax + WCE),3,1185,0.997345532,0.871892803,0.650516585,0.804967483,0.831180601,0.998128592,0.827607217,0.654860959,0.762072527,0.810667324,0.9965637,0.921185816,0.646229473,0.852979333,0.85423958,0.994705119,0.772881163,0.482048596,0.673594628,0.730807377,0.886693753,0.998409841,0.999119128,0.998547553,0.970692569,7.348469228,3.605551275,4.69041576,5,5.161109066
+1,Baseline Pix2Pix (Softmax + WCE),4,1185,0.996905398,0.845171088,0.598088361,0.770958842,0.802780922,0.998275104,0.762253249,0.741615701,0.686317752,0.797115452,0.995539446,0.94833038,0.50110739,0.879413767,0.831097746,0.993829891,0.731858268,0.426623436,0.627284805,0.6948991,0.89568713,0.997548829,0.999548457,0.997807844,0.972648065,7.211102551,3.31662479,5.477225575,5.744562647,5.437378891
+2,Baseline Pix2Pix (Softmax + Focal),0,1185,0.997242163,0.855645115,0.6112502,0.791892818,0.814007574,0.997406287,0.830095733,0.602868551,0.812717169,0.810771935,0.997078093,0.882817202,0.619868194,0.772108975,0.817968116,0.994499495,0.747709584,0.440144222,0.655482253,0.709458888,0.842766215,0.998502574,0.998943932,0.9990296,0.95981058,7.810249676,4.582575695,6.633249581,5.385164807,6.10280994
+2,Baseline Pix2Pix (Softmax + Focal),1,1185,0.996962915,0.85843767,0.595129313,0.783267908,0.808449452,0.998239285,0.799053337,0.604779566,0.708787551,0.777714935,0.995689805,0.927357347,0.585782195,0.875239233,0.846017145,0.993944222,0.751984932,0.423618571,0.643747225,0.703323738,0.893501061,0.998067361,0.999009945,0.998038745,0.972154278,7.280109889,3.605551275,5.196152423,5.916079783,5.499473343
+2,Baseline Pix2Pix (Softmax + Focal),2,1185,0.997360735,0.878135177,0.643150357,0.801668405,0.830078668,0.998224493,0.846625381,0.617751685,0.747677055,0.802569654,0.996498471,0.912081112,0.670727096,0.864064326,0.860842751,0.994735366,0.782745977,0.474002672,0.668987121,0.730117784,0.892517544,0.998630714,0.998926608,0.998409615,0.97212112,7.280109889,3.16227766,5.099019514,5.744562647,5.321492427
+2,Baseline Pix2Pix (Softmax + Focal),3,1185,0.997391628,0.882618228,0.625812932,0.797405121,0.825806977,0.997866669,0.868158449,0.584690095,0.778668658,0.807345968,0.99691704,0.89756784,0.673157952,0.817065495,0.846177082,0.994796828,0.789898538,0.455405924,0.663070444,0.725792934,0.870755633,0.998870414,0.998763356,0.998733338,0.966780685,7.071067812,3,4.69041576,5.385164807,5.036662095
+2,Baseline Pix2Pix (Softmax + Focal),4,1185,0.996805706,0.870645127,0.589378345,0.763149024,0.80499455,0.998446269,0.846746733,0.476120793,0.696888964,0.75455069,0.995170525,0.895931706,0.773336214,0.843332948,0.876942848,0.993631753,0.770922539,0.417814616,0.61700968,0.699844647,0.906089212,0.998656215,0.997799287,0.997999444,0.97513604,7.615773106,3.31662479,5.196152423,6.08276253,5.552828212
+3,Baseline Pix2Pix + Attention D (Fixed Weights),0,1185,0.997638367,0.890540239,0.64543189,0.802571423,0.83404548,0.997718611,0.885594286,0.650883023,0.794683557,0.832219869,0.997558137,0.895541747,0.640071305,0.810617446,0.835947159,0.995287863,0.802679168,0.476485372,0.670245757,0.73617454,0.861676359,0.999041268,0.999112073,0.998857756,0.964671864,7.141428429,3.16227766,5,4.472135955,4.943960511
+3,Baseline Pix2Pix + Attention D (Fixed Weights),1,1185,0.997289005,0.857917173,0.627193601,0.80387023,0.821567502,0.997889391,0.826082862,0.596872179,0.786289827,0.801783565,0.996689341,0.892303388,0.660760588,0.822254762,0.84300202,0.99459267,0.751186475,0.456869666,0.672059379,0.718677047,0.872164337,0.998443211,0.998845785,0.998781116,0.967058612,7.615773106,4.472135955,5.196152423,5,5.571015371
+3,Baseline Pix2Pix + Attention D (Fixed Weights),2,1185,0.997502959,0.882589399,0.634562195,0.804498915,0.829788367,0.998242031,0.854982397,0.595943542,0.767488512,0.80416412,0.996764981,0.912038725,0.678532844,0.845259656,0.858149051,0.995018358,0.789852359,0.464731672,0.672938674,0.730635266,0.893552599,0.998718037,0.998810159,0.998603387,0.972421045,7.211102551,3.16227766,5.196152423,4.472135955,5.010417147
+3,Baseline Pix2Pix + Attention D (Fixed Weights),3,1185,0.997358929,0.876843601,0.626496667,0.799403763,0.82502574,0.997793264,0.880289813,0.601526186,0.753907095,0.808379089,0.996924972,0.873424267,0.653630078,0.850744352,0.843680917,0.994731771,0.780695905,0.456130431,0.665838971,0.72434927,0.866297597,0.999015696,0.998880154,0.998485414,0.965669715,7.211102551,3.16227766,5,4.582575695,4.988988977
+3,Baseline Pix2Pix + Attention D (Fixed Weights),4,1185,0.997137421,0.859930752,0.603877466,0.778666505,0.809903036,0.997849272,0.83037547,0.584065213,0.739031116,0.787830268,0.996426585,0.891667585,0.625081029,0.82279424,0.83399236,0.994291184,0.754279404,0.432539015,0.637554368,0.704665993,0.869763527,0.998490561,0.998848719,0.998415359,0.966379541,7.280109889,3.605551275,5.744562647,6,5.657555953
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),0,1185,0.997895332,0.896909133,0.662890268,0.81364031,0.842833761,0.997373768,0.914954408,0.649910466,0.885743664,0.861995577,0.998417442,0.879561889,0.676399092,0.752392329,0.826692688,0.995799505,0.813087261,0.495763551,0.685829362,0.74761992,0.840575851,0.999322487,0.999057656,0.999470666,0.959606665,7.071067812,3,5,4,4.767766953
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),1,1185,0.997871723,0.904687226,0.65566454,0.824315436,0.845634731,0.997915049,0.912104293,0.61481534,0.83597052,0.840201301,0.9978284,0.897389815,0.70232822,0.812980874,0.852631827,0.995752486,0.825962454,0.487723905,0.701136565,0.752643852,0.873577337,0.999283357,0.998861992,0.999129989,0.967713169,7.071067812,3,5,4.358898944,4.857491689
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),2,1185,0.997928993,0.902595912,0.653585744,0.829194746,0.845826349,0.997986178,0.889061575,0.655360634,0.83916921,0.845394399,0.997871815,0.91654869,0.651820441,0.819454613,0.84642389,0.995866547,0.822482731,0.485426934,0.708226021,0.753000558,0.877893643,0.999052227,0.99911347,0.999143439,0.968800695,7.071067812,3,4.582575695,4.242640687,4.724071048
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),3,1185,0.997764958,0.898724083,0.661974986,0.813597712,0.843015435,0.997995398,0.889990773,0.646377558,0.801678241,0.834010493,0.997534623,0.907630488,0.678343777,0.825876973,0.852346465,0.995539884,0.816075308,0.494740367,0.685768833,0.748031098,0.878494919,0.999070282,0.999040192,0.998885708,0.968872775,7.071067812,3,4.898979486,4.472135955,4.860545813
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),4,1185,0.997820871,0.899687644,0.659964534,0.802825797,0.840074711,0.997766038,0.894758024,0.666675853,0.814068029,0.843316986,0.997875711,0.904671883,0.653386992,0.791889844,0.836956107,0.995651219,0.817665673,0.492497811,0.670600648,0.744103838,0.864515242,0.999118194,0.999155103,0.999013558,0.965450524,7.071067812,3,5,4.242640687,4.828427125
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),0,1185,0.998091203,0.910928109,0.682104292,0.830244981,0.855342146,0.997900452,0.908986545,0.685190232,0.862245957,0.863580796,0.998282027,0.912877985,0.679046024,0.80053434,0.847685094,0.996189679,0.836426058,0.517570767,0.709759708,0.764986553,0.872632474,0.99924254,0.999193104,0.999302464,0.967592646,7.141428429,3,4.582575695,4.472135955,4.79903502
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),1,1185,0.998069352,0.907299405,0.685359907,0.836695323,0.856855997,0.997973201,0.918745328,0.672736733,0.843433091,0.858222088,0.998165522,0.896135163,0.69846586,0.830064352,0.855707724,0.996146144,0.830327547,0.521328925,0.719240058,0.766760669,0.877069035,0.999343212,0.999121224,0.999159622,0.968673273,7.071067812,3,4.582575695,4.123105626,4.694187283
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),2,1185,0.998020778,0.906593359,0.678560747,0.827720557,0.85272386,0.997992824,0.920356379,0.654286932,0.828615563,0.850312924,0.998048733,0.8932359,0.704705056,0.826827483,0.855704293,0.996049375,0.82914565,0.513501279,0.706077857,0.76119354,0.878275883,0.99935944,0.999036978,0.99906729,0.968934898,7.071067812,3,5.099019514,4.358898944,4.882246567
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),3,1185,0.998005494,0.907082879,0.675539758,0.820663372,0.850322875,0.997705274,0.919810704,0.658953154,0.862427647,0.859724195,0.998305895,0.894702486,0.69298293,0.782757248,0.84218714,0.996018928,0.829964927,0.510049102,0.695868637,0.757975398,0.86076156,0.999353609,0.999072395,0.999318997,0.96462664,7.071067812,3,5,4.472135955,4.885800942
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),4,1185,0.997976197,0.903954077,0.665655935,0.811319115,0.844726331,0.997842717,0.912297212,0.629994936,0.845701547,0.846459103,0.998109713,0.895762159,0.70559637,0.779623136,0.844772844,0.995960569,0.824741061,0.498863788,0.682537362,0.750525695,0.869145071,0.999286378,0.998928214,0.999224213,0.966645969,7.141428429,3,5.099019514,5.099019514,5.084866864

folds_results/training_info_all_variants_folds.csv

@@ -0,0 +1,31 @@
+Variant,Variant_Name,Fold,Best_Epoch,Composite_Score,Total_Epochs,First_Valid_Epoch,Total_Valid_Epochs,Best_Epoch_Val_Loss,Best_Epoch_Dice_Ventricles,Best_Epoch_Dice_Normal_WMH,Best_Epoch_Dice_Abnormal_WMH,Best_Epoch_Dice_Mean,Best_Abnormal_Epoch,Best_Abnormal_Dice,Best_Ventricles_Epoch,Best_Ventricles_Dice
+0,Baseline U-Net,0,50,0.5873540247775113,60,1,60,0.002148651285097003,0.8574775701465155,0.45462160925059836,0.43771029520639326,0.6858546653107904,58,0.4384325578420655,41,0.8577557499557256
+0,Baseline U-Net,1,49,0.6859514786949942,60,1,60,0.0036723667290061712,0.8544930317153849,0.4151650330682849,0.6247015784134924,0.7219995271988755,49,0.6247015784134924,46,0.8562095760079477
+0,Baseline U-Net,2,49,0.5923212186633214,60,1,60,0.0026003087405115366,0.852239069795148,0.431572517011054,0.488002318585175,0.6912297738191092,57,0.4885411965292728,39,0.8532743469879579
+0,Baseline U-Net,3,59,0.5366166846412604,60,1,60,0.005624225828796625,0.8481702637807913,0.3990886121061849,0.4394489244104934,0.6695674198358611,59,0.4394489244104934,50,0.8492139168877215
+0,Baseline U-Net,4,27,0.6472811263224924,60,1,60,0.006568561773747206,0.819695304962744,0.4319443495162995,0.598779800330691,0.7103681572095458,22,0.6121614468243325,20,0.856409492813435
+1,Baseline Pix2Pix (Softmax + WCE),0,24,0.7250251649828833,60,1,60,0.0027752770110964775,0.8656657695700779,0.6295755825553685,0.6509114135497619,0.7857891767748776,54,0.6902840059777835,34,0.8838246443380083
+1,Baseline Pix2Pix (Softmax + WCE),1,19,0.7794719773078049,60,1,60,0.006071554031223059,0.8878744077279163,0.6233957539254573,0.7491281097410911,0.8143631300919589,51,0.7859319929248737,24,0.8981432508415789
+1,Baseline Pix2Pix (Softmax + WCE),2,45,0.7488295495251462,60,1,60,0.007003281265497208,0.8759002363975535,0.6627626710108586,0.7331395348824673,0.8172856199568729,45,0.7331395348824673,59,0.8923516881141885
+1,Baseline Pix2Pix (Softmax + WCE),3,24,0.7412630643314402,60,1,60,0.0075654806569218636,0.8823743627090804,0.5981102651126066,0.6847605132760411,0.7905388906432356,56,0.7022322451058843,45,0.8967105972048077
+1,Baseline Pix2Pix (Softmax + WCE),4,28,0.8008721435058122,60,1,60,0.01861572265625,0.8990301904598986,0.6368852696545094,0.7451787621089007,0.8194387396843675,19,0.7543844076131105,50,0.9077031973624657
+2,Baseline Pix2Pix (Softmax + Focal),0,32,0.7318056522711256,60,1,60,0.007361758500337601,0.8914772939983099,0.6145817239178476,0.6775204207215741,0.7952748177858235,46,0.7027964090378644,37,0.8989769879552592
+2,Baseline Pix2Pix (Softmax + Focal),1,39,0.8057220879925147,60,1,60,0.0074034384451806545,0.8534998480827823,0.6080719002497773,0.7734063074774871,0.8079613538300118,24,0.7789473684200892,43,0.8723321956764094
+2,Baseline Pix2Pix (Softmax + Focal),2,21,0.7537267153609278,60,1,60,0.005174639634788036,0.8665317416959054,0.655659634759415,0.7241435122727737,0.8109066864881328,60,0.7271874999987376,35,0.8964526968677267
+2,Baseline Pix2Pix (Softmax + Focal),3,41,0.7136918986355598,60,1,60,0.013554088771343231,0.8694415577309087,0.5800635020179791,0.6830068659121878,0.7823356673138039,59,0.6830884714866835,44,0.8934362450258717
+2,Baseline Pix2Pix (Softmax + Focal),4,44,0.785767108908772,60,1,60,0.01047161128371954,0.900945900017604,0.6310017655408859,0.728498479545167,0.8141870801753301,41,0.7526425404945238,56,0.9011881367476081
+3,Baseline Pix2Pix + Attention D (Fixed Weights),0,54,0.7623129231342228,60,1,60,0.008956878446042538,0.8939834749210316,0.6383484279750709,0.697139498431236,0.8067908411381282,29,0.701296669338168,21,0.9003666063386234
+3,Baseline Pix2Pix + Attention D (Fixed Weights),1,34,0.8051885589588494,60,1,60,0.008383087813854218,0.864605069062162,0.6287448599948526,0.7779973724786908,0.817096606740318,42,0.7869928327340624,29,0.8905840563670351
+3,Baseline Pix2Pix + Attention D (Fixed Weights),2,45,0.7767698863240747,60,1,60,0.008387723937630653,0.8725056216319127,0.6632659713157378,0.7328139948053628,0.8164833041510978,45,0.7328139948053628,35,0.8887459681737223
+3,Baseline Pix2Pix + Attention D (Fixed Weights),3,55,0.7559428924294547,60,1,60,0.01782054640352726,0.8842691337125992,0.5895789092031523,0.6967412343883325,0.7919416132627987,55,0.6967412343883325,49,0.8893197596490786
+3,Baseline Pix2Pix + Attention D (Fixed Weights),4,25,0.8018474098983854,60,1,60,0.015827041119337082,0.888642843917464,0.6376002102762558,0.7600912439853956,0.8207585609957596,25,0.7600912439853956,37,0.9117020567152523
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),0,57,0.7207557988769542,60,25,36,0.00680774450302124,0.8908239147611043,0.6485677570462961,0.7031262754046544,0.8100637426994711,58,0.7234450614376944,60,0.8962441988417319
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),1,60,0.7751420118924789,60,25,36,0.009821716696023941,0.9052758488767199,0.6693463336968076,0.7885686420440051,0.8402517487910626,57,0.7908507656494969,60,0.9052758488767199
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),2,57,0.7332094291391654,60,25,36,0.008946727029979229,0.9013712897062011,0.7016152665953531,0.7308908709698823,0.8329239873321423,60,0.7389634970694205,57,0.9013712897062011
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),3,59,0.728377805878419,60,25,36,0.013991556130349636,0.8975175902640228,0.6244385699245124,0.7145209147482319,0.8084750834616925,60,0.7175870348132526,60,0.8986908798082044
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),4,35,0.7558945246710647,60,25,36,0.017028799280524254,0.8904679217689901,0.6042260802845112,0.7349244319456963,0.8064782731293352,41,0.7497208571519074,59,0.9195602246169523
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),0,33,0.7210323094230997,60,25,36,0.19422371685504913,0.9120683015709211,0.6742135775776573,0.7353599867270749,0.8299286763906722,33,0.7353599867270749,28,0.9133538815748588
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),1,50,0.7607252018232658,60,25,36,0.20062948763370514,0.9119989804366092,0.6786578749672844,0.8000345491328167,0.8471613838880749,50,0.8000345491328167,50,0.9119989804366092
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),2,25,0.7186613780239635,60,25,36,0.1767234355211258,0.9059213776549883,0.7050868295669533,0.7338521539352593,0.8356938614318603,50,0.738841335732084,41,0.9087642617362606
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),3,31,0.7163976720019766,60,25,36,0.22431719303131104,0.9132267425402496,0.6316618830538696,0.7284597770747985,0.8177805629214185,31,0.7284597770747985,47,0.9147945913878524
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),4,26,0.7355149596559147,60,25,36,0.19548529386520386,0.9231281831592321,0.6597248047591525,0.744018980600163,0.8310489102110268,26,0.744018980600163,29,0.9244769206193402

folds_results/variant_comparison_test.csv

@@ -0,0 +1,7 @@
+Variant,Variant_Name,N_Folds,DICE_Mean,DICE_Std,DICE_Class1_Mean,DICE_Class1_Std,DICE_Class2_Mean,DICE_Class2_Std,DICE_Class3_Mean,DICE_Class3_Std,PRECISION_Mean,PRECISION_Std,PRECISION_Class1_Mean,PRECISION_Class1_Std,PRECISION_Class2_Mean,PRECISION_Class2_Std,PRECISION_Class3_Mean,PRECISION_Class3_Std,RECALL_Mean,RECALL_Std,RECALL_Class1_Mean,RECALL_Class1_Std,RECALL_Class2_Mean,RECALL_Class2_Std,RECALL_Class3_Mean,RECALL_Class3_Std,IOU_Mean,IOU_Std,IOU_Class1_Mean,IOU_Class1_Std,IOU_Class2_Mean,IOU_Class2_Std,IOU_Class3_Mean,IOU_Class3_Std,SPECIFICITY_Mean,SPECIFICITY_Std,SPECIFICITY_Class1_Mean,SPECIFICITY_Class1_Std,SPECIFICITY_Class2_Mean,SPECIFICITY_Class2_Std,SPECIFICITY_Class3_Mean,SPECIFICITY_Class3_Std,HD95_Mean,HD95_Std,HD95_Class1_Mean,HD95_Class1_Std,HD95_Class2_Mean,HD95_Class2_Std,HD95_Class3_Mean,HD95_Class3_Std
+0,Baseline U-Net,5,0.713897617,0.017678559,0.836078397,0.0235473,0.431702826,0.020776465,0.59507022,0.028470746,0.615663149,0.020177318,0.732082963,0.035518712,0.285598613,0.018202447,0.445163917,0.030371113,0.936968036,0.001965155,0.975878468,0.000891304,0.886765341,0.002749276,0.899456668,0.00718663,0.601059333,0.019624185,0.719018171,0.034079802,0.275490922,0.016789656,0.424144077,0.028890848,0.993386492,0.000222037,0.997012678,0.000567823,0.994228409,0.000540511,0.993839938,0.000706567,6.496608864,0.458300587,3.644619786,0.341682038,5.670303135,0.218317101,8.454363326,1.060066389
+1,Baseline Pix2Pix (Softmax + WCE),5,0.823114408,0.010534372,0.867636218,0.014092948,0.627595549,0.017313611,0.799953258,0.015023215,0.804593229,0.005122204,0.820928496,0.034335553,0.639455037,0.05666401,0.759869171,0.038060912,0.848206071,0.009623301,0.921694458,0.018937468,0.627771175,0.066953128,0.846932039,0.021560686,0.721358809,0.013796985,0.766489199,0.021883902,0.45752686,0.018273242,0.666859051,0.020553786,0.970517182,0.00244212,0.998310883,0.000429601,0.999044593,0.000288511,0.998516841,0.000366439,5.307650575,0.199343259,3.497874415,0.406047509,5.185802241,0.327803481,5.188520335,0.281525729
+2,Baseline Pix2Pix (Softmax + Focal),5,0.816667444,0.009739186,0.869096263,0.010597013,0.612944229,0.019766666,0.787476655,0.013631066,0.790590636,0.021429812,0.838135927,0.02297678,0.577242138,0.051646965,0.74894788,0.043068421,0.849589588,0.019489277,0.903151041,0.015247605,0.66457433,0.063478377,0.834362195,0.036900576,0.713707598,0.01211121,0.768652314,0.016562529,0.442197201,0.02063952,0.649659345,0.018375422,0.969200541,0.005413161,0.998545456,0.000266664,0.998688625,0.000452011,0.998442148,0.00039741,5.502653203,0.350052194,3.533405884,0.561286787,5.36299794,0.66200687,5.702746915,0.280495321
+3,Baseline Pix2Pix + Attention D (Fixed Weights),5,0.824066025,0.008247286,0.873564233,0.012736522,0.627512364,0.013642223,0.797802167,0.009727819,0.806875382,0.014426352,0.855464966,0.024564498,0.605858029,0.023237833,0.768280021,0.020416688,0.842954301,0.008495023,0.892995142,0.012283349,0.651615169,0.018163596,0.830334091,0.015167216,0.722900423,0.010848599,0.775738662,0.020064253,0.457351231,0.014408016,0.66372743,0.013313488,0.967240156,0.002708418,0.998741754,0.000252009,0.998899378,0.000108634,0.998628606,0.00016875,5.234387592,0.312128452,3.512904042,0.509416519,5.227373498,0.273068322,4.905369521,0.58081827
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),5,0.843476997,0.002115543,0.900520799,0.002779629,0.658816015,0.003610686,0.8167148,0.009225962,0.844983751,0.009334165,0.900173815,0.011111339,0.64662797,0.017326615,0.835325933,0.028779157,0.843010196,0.009942918,0.901160553,0.012423405,0.672455704,0.018611914,0.800518927,0.026636521,0.749079853,0.003348613,0.819054685,0.004601847,0.491230514,0.004011269,0.690312286,0.01317084,0.966088766,0.003468975,0.999169309,0.000111891,0.999045682,0.000100483,0.999128672,0.00019466,4.807660526,0.053460168,3,0,4.896311036,0.161673244,4.263263255,0.156800581
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),5,0.851994242,0.004265992,0.907171566,0.00222811,0.677444128,0.006755911,0.82532867,0.008684753,0.855659821,0.006309813,0.916039234,0.004559119,0.660232397,0.018603984,0.848484761,0.012742255,0.849211419,0.005580869,0.898542739,0.00723792,0.696159248,0.009699093,0.803961312,0.021250571,0.760288371,0.005752262,0.830121048,0.003734055,0.512262772,0.007698532,0.702696725,0.012554062,0.967294685,0.001563258,0.999317036,4.54E-05,0.999070383,8.83E-05,0.999214517,9.32E-05,4.869227335,0.128460556,3,0,4.872638083,0.239579022,4.505059199,0.323174284

folds_results/variant_comparison_training.csv

@@ -0,0 +1,7 @@
+Variant,Variant_Name,N_Folds,Best_Epoch_Mean,Best_Epoch_Std,Best_Epoch_Min,Best_Epoch_Max,Composite_Score_Mean,Composite_Score_Std,Best_Epoch_Val_Loss_Mean,Best_Epoch_Val_Loss_Std,Best_Epoch_Dice_Mean_Mean,Best_Epoch_Dice_Mean_Std,Best_Epoch_Dice_Ventricles_Mean,Best_Epoch_Dice_Ventricles_Std,Best_Epoch_Dice_Abnormal_WMH_Mean,Best_Epoch_Dice_Abnormal_WMH_Std
+0,Baseline U-Net,5,46.8,10.590561835898981,27,59,0.609904906619916,0.051708712531725244,0.004122822871431708,0.001711967469671975,0.6958039086748363,0.018474800486234393,0.8464150480801168,0.013700933526097097,0.5177285833892491,0.07928026703397542
+1,Baseline Pix2Pix (Softmax + WCE),5,28.0,8.966604708583958,19,45,0.7590923799306173,0.027366629133370027,0.008406263124197722,0.005367815353465356,0.8054831114302626,0.01431149395459147,0.8821689933729054,0.011212025745914681,0.7126236667116523,0.03846574308058901
+2,Baseline Pix2Pix (Softmax + Focal),5,35.4,8.212186067059125,21,44,0.7581426926337801,0.03381100671274804,0.008793107327073812,0.0029174498230602128,0.8021331211186205,0.011791668045960005,0.876379268305102,0.01732075778694496,0.7173151171858381,0.03486714835944042
+3,Baseline Pix2Pix + Attention D (Fixed Weights),5,42.6,11.60344776348823,25,55,0.7804123341489974,0.020064563147576653,0.01187505554407835,0.004094829165779693,0.8106141852576204,0.010417865512085648,0.8808012286490339,0.010755664493368216,0.7329566688178035,0.03273957207137297
+4,Baseline Pix2Pix + Adaptive Hybrid (WCE→UFL),5,53.6,9.372299611087985,35,60,0.7426759140916165,0.020016597407759483,0.01131930872797966,0.003686877435252156,0.8196385670827407,0.014077639126014087,0.8970913130754077,0.005807514657970164,0.734406227022494,0.02939406226754234
+5,Baseline Pix2Pix + Attention D + Adaptive Hybrid (WCE→UFL),5,33.0,9.011104260855047,25,50,0.730466304185644,0.016537065995413647,0.198275825381279,0.015312770575028015,0.8323226789686105,0.009490826193840349,0.9132687170724001,0.0055542318711745055,0.7483450894940226,0.026323370532288837