Skip to content

GitLab

Commit bf70e31c authored by Ard Kastrati's avatar Ard Kastrati
Browse files

Added all results for pyramidal CNN

parent 74df1c7f
Hide whitespace changes
Inline Side-by-side
PyramidalCNN/PyramidalCNN.py
View file @ bf70e31c
......@@ -24,4 +24,4 @@ class Classifier_PyramidalCNN(ConvNet):
x = tf.keras.layers.BatchNormalization()(x)
x = tf.keras.layers.Activation(activation='relu')(x)
x = tf.keras.layers.MaxPool1D(pool_size=2, strides=2)(x)
return x
\ No newline at end of file
return x
config.py
View file @ bf70e31c
......@@ -48,7 +48,7 @@ config['split'] = False
config['cluster'] = clustering()
config['ensemble'] = 1 #number of models in the ensemble method
config['ensemble'] = 5 #number of models in the ensemble method
config['trainX_file'] = 'noweEEG.mat' if config['downsampled'] else 'all_EEGprocuesan.mat'
config['trainY_file'] = 'all_trialinfoprosan.mat'
......
ensemble.py
View file @ bf70e31c
......@@ -35,9 +35,11 @@ def run(trainX, trainY):
elif config['model'] == 'cnn':
classifier = Classifier_CNN(input_shape=config['cnn']['input_shape'])
elif config['model'] == 'pyramidal_cnn':
classifier = Classifier_PyramidalCNN(input_shape=config['cnn']['input_shape'])
classifier = Classifier_PyramidalCNN(input_shape=config['cnn']['input_shape'], epochs=50)
elif config['model'] == 'eegnet':
classifier = Classifier_EEGNet()
classifier = Classifier_EEGNet(dropoutRate = 0.5, kernLength = 250, F1 = 16,
D = 4, F2 = 256, norm_rate = 0.5, dropoutType = 'Dropout',
epochs = 50)
elif config['model'] == 'inception':
classifier = Classifier_INCEPTION(input_shape=config['inception']['input_shape'], use_residual=True,
kernel_size=64, nb_filters=16, depth=12, bottleneck_size=16, epochs=50)
......
main.py
View file @ bf70e31c
......@@ -34,4 +34,4 @@ def main():
logging.info('Finished Logging')
if __name__=='__main__':
main()
\ No newline at end of file
main()
results/OHBM/pyramidal_cnn_ensemble/batches.log 0 → 100644
View file @ bf70e31c
epoch;accuracy;loss;val_accuracy;val_loss
0;0.7206156253814697;0.5290334820747375;0.7828847765922546;0.45175525546073914
1;0.8525087833404541;0.33095186948776245;0.7710145115852356;0.5306580066680908
2;0.9037200808525085;0.2268747091293335;0.8764665126800537;0.27529945969581604
3;0.9268065690994263;0.17821557819843292;0.9171842932701111;0.21283096075057983
4;0.938090980052948;0.14842526614665985;0.8895789980888367;0.2867477536201477
5;0.9491338133811951;0.12732182443141937;0.8743961453437805;0.2839089334011078
6;0.958382248878479;0.10764461755752563;0.9089027047157288;0.21786095201969147
7;0.9617986083030701;0.09661661088466644;0.8100759387016296;0.44062721729278564
8;0.9691489934921265;0.07946134358644485;0.8683229684829712;0.314151793718338
9;0.9700117111206055;0.07487813383340836;0.8909592628479004;0.2985961139202118
10;0.9780868291854858;0.05757156014442444;0.8975845575332642;0.338172972202301
11;0.9815031886100769;0.05029146000742912;0.8973084688186646;0.28408554196357727
12;0.9830906391143799;0.0442846305668354;0.9124913811683655;0.25538262724876404
13;0.9878528714179993;0.03453364223241806;0.9061421751976013;0.3051367998123169
14;0.9867830872535706;0.03574018180370331;0.8866804838180542;0.3663281500339508
15;0.9886810779571533;0.033264439553022385;0.8266390562057495;0.5656824707984924
16;0.9896128177642822;0.030051836743950844;0.9024154543876648;0.31834620237350464
17;0.9904755353927612;0.02638808637857437;0.9090406894683838;0.37187305092811584
18;0.990648090839386;0.025055402889847755;0.8695651888847351;0.5204218029975891
19;0.9912692308425903;0.025662031024694443;0.9207729697227478;0.32294774055480957
20;0.9942024946212769;0.016513565555214882;0.9094548225402832;0.36581742763519287
21;0.991510808467865;0.023415545001626015;0.9175983667373657;0.3575167655944824
22;0.9928566217422485;0.02084033004939556;0.7968254089355469;0.9829756617546082
23;0.9925115704536438;0.020106174051761627;0.9073843955993652;0.42727112770080566
24;0.9943060278892517;0.016390860080718994;0.8719116449356079;0.4954982101917267
25;0.9937539100646973;0.01830892637372017;0.889026939868927;0.45893606543540955
26;0.9943060278892517;0.016486812382936478;0.8633540272712708;0.6006034016609192
27;0.9926496148109436;0.02020212821662426;0.9126294255256653;0.3272802233695984
28;0.994098961353302;0.016577426344156265;0.9191166162490845;0.34427669644355774
29;0.9964110851287842;0.010448894463479519;0.9181504249572754;0.3409511148929596
30;0.9938918948173523;0.0160098597407341;0.9240855574607849;0.32336342334747314
31;0.996721625328064;0.010009330697357655;0.9203588962554932;0.38047561049461365
32;0.9938228726387024;0.01749984547495842;0.8973084688186646;0.3892136812210083
33;0.9964801073074341;0.011195085942745209;0.9095928072929382;0.45106929540634155
34;0.9962385296821594;0.010982556268572807;0.879365086555481;0.6300352215766907
35;0.9935123324394226;0.01771882362663746;0.9084886312484741;0.37912407517433167
36;0.996514618396759;0.010870899073779583;0.8677708506584167;0.5900933742523193
37;0.9962040185928345;0.010317620821297169;0.9203588962554932;0.41615208983421326
38;0.9972047805786133;0.008004945702850819;0.9174603223800659;0.45283401012420654
39;0.9953067898750305;0.012669210322201252;0.9158040285110474;0.4369784891605377
40;0.9952032566070557;0.012469131499528885;0.8763285279273987;0.6109233498573303
41;0.9958934187889099;0.011244832538068295;0.9203588962554932;0.39246517419815063
42;0.9971012473106384;0.008751362562179565;0.9047619104385376;0.48886439204216003
43;0.9950997233390808;0.012704558670520782;0.9060041308403015;0.4661053419113159
44;0.9957208633422852;0.011600111611187458;0.9177363514900208;0.3923501968383789
45;0.9987576603889465;0.004939736798405647;0.9195306897163391;0.3843116760253906
46;0.9975153803825378;0.007151782978326082;0.9123533368110657;0.4733167290687561
47;0.9947546124458313;0.01499302126467228;0.9138716459274292;0.4079023599624634
48;0.9964455962181091;0.009532997384667397;0.9046238660812378;0.4584522843360901
49;0.9986541271209717;0.004468781407922506;0.8995168805122375;0.5792890191078186
0;0.7523638606071472;0.4979218542575836;0.8122843503952026;0.4088890850543976
1;0.8627579808235168;0.3157220780849457;0.8430641889572144;0.35147613286972046
2;0.9100006818771362;0.21493962407112122;0.8783988952636719;0.26850149035453796
3;0.9264269471168518;0.1738981157541275;0.8401656150817871;0.34302741289138794
4;0.9400579929351807;0.14389365911483765;0.7986197471618652;0.4368327856063843
5;0.9476499557495117;0.12590184807777405;0.7940648794174194;0.4803376793861389
6;0.9578645825386047;0.10546837002038956;0.9035196900367737;0.2537957429885864
7;0.9634205102920532;0.0917184054851532;0.9209109544754028;0.22180433571338654
8;0.9704603552818298;0.07524419575929642;0.8346445560455322;0.468923419713974
9;0.9743598699569702;0.06493750214576721;0.9062802195549011;0.2552563548088074
10;0.9794671535491943;0.052673403173685074;0.9224292635917664;0.24314695596694946
11;0.9818828105926514;0.04793546721339226;0.8183574676513672;0.5921112298965454
12;0.9850576519966125;0.04013031721115112;0.8873705863952637;0.3508048951625824
13;0.9848850965499878;0.039656490087509155;0.8937197923660278;0.30472204089164734
14;0.9886120557785034;0.03052426502108574;0.9115251898765564;0.32023170590400696
15;0.9891296625137329;0.03060157783329487;0.9137336015701294;0.2900501489639282
16;0.9897163510322571;0.027324361726641655;0.8992408514022827;0.38656100630760193
17;0.9894402623176575;0.02842937968671322;0.886956512928009;0.47715723514556885
18;0.9919248819351196;0.021983610466122627;0.9149758219718933;0.3238565921783447
19;0.9899579286575317;0.027039622887969017;0.8735679984092712;0.48262208700180054
20;0.9919248819351196;0.022764455527067184;0.9229813814163208;0.27344831824302673
21;0.9923045039176941;0.02154999040067196;0.9311249256134033;0.27699998021125793
22;0.9926841259002686;0.02028518356382847;0.9227052927017212;0.33590954542160034
23;0.9926841259002686;0.02001209184527397;0.8669427037239075;0.5996977090835571
24;0.9948926568031311;0.015400304459035397;0.9177363514900208;0.3261064887046814
25;0.9947201609611511;0.016172034665942192;0.9036576747894287;0.365738183259964
26;0.9928566217422485;0.01896335557103157;0.8864043951034546;0.4427516758441925
27;0.9953067898750305;0.013628236949443817;0.8311939239501953;0.8052169680595398
28;0.9948926568031311;0.014644602313637733;0.9115251898765564;0.3815023601055145
29;0.9957898855209351;0.012641347013413906;0.9123533368110657;0.41950827836990356
30;0.9947891235351562;0.014809571206569672;0.9233954548835754;0.3311707675457001
31;0.994927167892456;0.013837369158864021;0.9104209542274475;0.43898358941078186
32;0.9943750500679016;0.01727902516722679;0.9015873074531555;0.45157063007354736
33;0.9955138564109802;0.012484883889555931;0.9221532344818115;0.3154149055480957
34;0.995858907699585;0.01148277334868908;0.8909592628479004;0.5059915781021118
35;0.9957208633422852;0.012510758824646473;0.9062802195549011;0.4127550721168518
36;0.9955828785896301;0.013728312216699123;0.8872326016426086;0.4973694682121277
37;0.9950652122497559;0.012073392979800701;0.9090406894683838;0.38062453269958496
38;0.9961695075035095;0.009771225973963737;0.9155279397964478;0.4112643003463745
39;0.994927167892456;0.013584841974079609;0.9209109544754028;0.35767579078674316
40;0.996721625328064;0.00962037779390812;0.9058660864830017;0.41493284702301025
41;0.9975844025611877;0.006476429291069508;0.9216011166572571;0.4017477035522461
42;0.9962040185928345;0.010506441816687584;0.9105589985847473;0.44239330291748047
43;0.9963075518608093;0.010300248861312866;0.9061421751976013;0.37946808338165283
44;0.9948236346244812;0.014018546789884567;0.9244996309280396;0.3670784533023834
45;0.9972047805786133;0.00896649993956089;0.8941338658332825;0.4838332533836365
46;0.9977914094924927;0.007061941549181938;0.8582470417022705;0.6372910737991333
47;0.9959969520568848;0.009600984863936901;0.9218771457672119;0.4092358946800232
48;0.9978259205818176;0.0063392468728125095;0.9209109544754028;0.4471159279346466
49;0.9971702694892883;0.008895428851246834;0.9020013809204102;0.4404587149620056
0;0.7488439679145813;0.4943714737892151;0.6665286421775818;0.7725752592086792
1;0.8663468956947327;0.3078172504901886;0.8603174686431885;0.310221791267395
2;0.9105183482170105;0.2134099304676056;0.9035196900367737;0.2380492389202118
3;0.9292911887168884;0.17240330576896667;0.8405796885490417;0.3546990156173706
4;0.9411967992782593;0.14449673891067505;0.8549344539642334;0.319947749376297
5;0.9510318040847778;0.1206832006573677;0.8492753505706787;0.34469982981681824
6;0.9563462138175964;0.10865537077188492;0.8382332921028137;0.3620914816856384
7;0.9645593166351318;0.08988510817289352;0.8004140853881836;0.4976404011249542
8;0.966905951499939;0.08318199217319489;0.747964084148407;0.7821444869041443
9;0.9731175303459167;0.06962572783231735;0.866252601146698;0.4559282958507538
10;0.9773276448249817;0.0579795278608799;0.9207729697227478;0.2745004892349243
11;0.9816412329673767;0.04694189131259918;0.8242926001548767;0.6975100040435791
12;0.9834356904029846;0.04350901022553444;0.9068322777748108;0.2940414845943451
13;0.9875422716140747;0.034564290195703506;0.8559006452560425;0.46477651596069336
14;0.9867140650749207;0.03365745395421982;0.8951000571250916;0.33078211545944214
15;0.9841604232788086;0.038088250905275345;0.9203588962554932;0.2822587490081787
16;0.9900268912315369;0.02754121646285057;0.9178743958473206;0.29361042380332947
17;0.9910966753959656;0.02448529377579689;0.8692891597747803;0.5437291264533997
18;0.9908206462860107;0.024771196767687798;0.883781909942627;0.44265779852867126
19;0.9928911328315735;0.020193452015519142;0.8687370419502258;0.5997287034988403
20;0.9912347197532654;0.02409650757908821;0.8883367776870728;0.42027705907821655
21;0.992339015007019;0.021469231694936752;0.9195306897163391;0.3113642632961273
22;0.9925460815429688;0.020638983696699142;0.8938578367233276;0.4269062578678131
23;0.9929946660995483;0.020091954618692398;0.8975845575332642;0.4412405490875244
24;0.9936158657073975;0.01884213648736477;0.8853002190589905;0.3801329433917999
25;0.9937883615493774;0.017330467700958252;0.889164924621582;0.468834787607193
26;0.9943750500679016;0.01627940498292446;0.9145617485046387;0.3403507471084595
27;0.9955138564109802;0.01247252058237791;0.8964803218841553;0.4965275228023529
28;0.9924770593643188;0.020657354965806007;0.914009690284729;0.4135695993900299
29;0.9959624409675598;0.010626033879816532;0.9195306897163391;0.3589392900466919
30;0.9942370057106018;0.016850871965289116;0.9196687340736389;0.31397080421447754
31;0.9955138564109802;0.013379042036831379;0.8967564105987549;0.3975450098514557
32;0.9944440722465515;0.01565348170697689;0.9020013809204102;0.4407348930835724
33;0.9954103231430054;0.012586923316121101;0.9188405871391296;0.3857499659061432
34;0.9969286918640137;0.00974432472139597;0.8528640270233154;0.6994219422340393
35;0.9938573837280273;0.01446167565882206;0.9171842932701111;0.4081115126609802
36;0.9938918948173523;0.017782187089323997;0.9025534987449646;0.35777825117111206
37;0.9959279298782349;0.011592493392527103;0.9222912192344666;0.3320672810077667
38;0.9974808692932129;0.007644015830010176;0.9182884693145752;0.4059205949306488
39;0.9969286918640137;0.00982766691595316;0.8726018071174622;0.6259379386901855
40;0.9961004853248596;0.011398114264011383;0.9258798956871033;0.3664328157901764
41;0.9961349964141846;0.012445715256035328;0.9240855574607849;0.39039215445518494
42;0.9980329871177673;0.006467359606176615;0.9093167781829834;0.4785415828227997
43;0.9963420629501343;0.010204674676060677;0.9106970429420471;0.43167415261268616
44;0.9955483675003052;0.011131939478218555;0.9196687340736389;0.3964971601963043
45;0.9962730407714844;0.010380452498793602;0.9069703221321106;0.3981497883796692
46;0.996721625328064;0.00868939608335495;0.882539689540863;0.6176257133483887
47;0.9987576603889465;0.004231842700392008;0.9220151901245117;0.3808080554008484
48;0.9975153803825378;0.007877553813159466;0.9149758219718933;0.49694740772247314
49;0.9952377676963806;0.01236302312463522;0.8676328659057617;0.7033332586288452
0;0.7608875632286072;0.48719966411590576;0.7414768934249878;0.5304619073867798
1;0.8743874430656433;0.2872624397277832;0.855348527431488;0.33069780468940735
2;0.9126578569412231;0.20544219017028809;0.8473429679870605;0.33785974979400635
3;0.9314307570457458;0.16872699558734894;0.9124913811683655;0.20733660459518433
4;0.9412312507629395;0.1400110125541687;0.9133195281028748;0.21115325391292572
5;0.9506177306175232;0.12176928669214249;0.916218101978302;0.20797918736934662
6;0.9581061601638794;0.10582786053419113;0.9100068807601929;0.2144821584224701
7;0.9655600786209106;0.0880623608827591;0.847895085811615;0.38254332542419434
8;0.9688039422035217;0.07803933322429657;0.6610075831413269;0.900589644908905
9;0.9735316634178162;0.06683803349733353;0.7700483202934265;0.6217787861824036
10;0.9792946577072144;0.05286174640059471;0.9156659841537476;0.252174973487854
11;0.9826074838638306;0.04594103619456291;0.8343685269355774;0.5718799829483032
12;0.9844364523887634;0.041348908096551895;0.9200828075408936;0.26128774881362915
13;0.9867140650749207;0.03667498752474785;0.9127674102783203;0.30232957005500793
14;0.9879909157752991;0.03275012969970703;0.9080745577812195;0.2778438329696655
15;0.9887846112251282;0.029234960675239563;0.8651483654975891;0.5343727469444275
16;0.989750862121582;0.028483394533395767;0.8669427037239075;0.4381471276283264
17;0.9901649355888367;0.027012908831238747;0.9152519106864929;0.31718677282333374
18;0.9919248819351196;0.024012986570596695;0.9217391014099121;0.28993549942970276
19;0.9917523860931396;0.02348332852125168;0.9268460869789124;0.31010517477989197
20;0.9929946660995483;0.0199054516851902;0.902277410030365;0.37920355796813965
21;0.9913727641105652;0.023508846759796143;0.891373336315155;0.41384366154670715
22;0.9929946660995483;0.019828692078590393;0.8590752482414246;0.6735897660255432
23;0.9929601550102234;0.01917906105518341;0.9167701601982117;0.310091108083725
24;0.9947546124458313;0.014746762812137604;0.91856449842453;0.346318781375885
25;0.9934778213500977;0.017613083124160767;0.8411318063735962;0.8600795269012451
26;0.9939609169960022;0.01902504824101925;0.8872326016426086;0.5367150902748108
27;0.9944440722465515;0.01594468578696251;0.8984127044677734;0.513922393321991
28;0.9943750500679016;0.01580182835459709;0.9028295278549194;0.4297197461128235
29;0.9947891235351562;0.014368311502039433;0.8970324397087097;0.5061725378036499
30;0.9957208633422852;0.01123855635523796;0.9166321754455566;0.33926311135292053
31;0.9953413009643555;0.01352678146213293;0.9060041308403015;0.3816816806793213
32;0.9959624409675598;0.011144686490297318;0.9210489988327026;0.3691413700580597
33;0.9942370057106018;0.016404597088694572;0.8513457775115967;0.7369245886802673
34;0.9957898855209351;0.01184769719839096;0.906556248664856;0.4332846403121948
35;0.9965836405754089;0.011446001939475536;0.883781909942627;0.4266088604927063
36;0.995686411857605;0.01172093115746975;0.9152519106864929;0.3795883059501648
37;0.9981020092964172;0.0063825030811131;0.9156659841537476;0.3515620529651642
38;0.9946166276931763;0.016095241531729698;0.9181504249572754;0.3654855489730835
39;0.9977914094924927;0.007832501083612442;0.6652864217758179;2.2965688705444336
40;0.9962040185928345;0.01119618397206068;0.9216011166572571;0.3549894094467163
41;0.996687114238739;0.008421787992119789;0.8745341897010803;0.5941409468650818
42;0.9965836405754089;0.00962298084050417;0.9244996309280396;0.36713963747024536
43;0.996721625328064;0.00970374420285225;0.9200828075408936;0.35374221205711365
44;0.9968941807746887;0.00767890177667141;0.9196687340736389;0.4195770025253296
45;0.9946856498718262;0.015042155049741268;0.8905451893806458;0.4803517460823059
46;0.9974808692932129;0.00801975280046463;0.9227052927017212;0.3785085082054138
47;0.9983090758323669;0.005995817482471466;0.8317460417747498;0.965284526348114
48;0.9968941807746887;0.009439212270081043;0.9044858813285828;0.47222891449928284
49;0.9959969520568848;0.0120845353230834;0.9307108521461487;0.3536800742149353
0;0.7286907434463501;0.5229793190956116;0.7849551439285278;0.45761021971702576
1;0.8308026790618896;0.3748096525669098;0.8503795862197876;0.3424251973628998
2;0.8919870257377625;0.25542691349983215;0.8859903216362;0.2702254056930542
3;0.9171095490455627;0.19659088551998138;0.8659765124320984;0.29531779885292053
4;0.9324315190315247;0.16168683767318726;0.8866804838180542;0.2650527358055115
5;0.9446821808815002;0.13632336258888245;0.8535541892051697;0.332936555147171
6;0.9528262615203857;0.11832697689533234;0.9123533368110657;0.21727733314037323
7;0.9597970843315125;0.09940213710069656;0.8549344539642334;0.3707274794578552
8;0.9652494788169861;0.0888088122010231;0.9258798956871033;0.19697731733322144
9;0.9708744287490845;0.07452460378408432;0.9090406894683838;0.2638109028339386
10;0.9750845432281494;0.06493431329727173;0.8836438655853271;0.33758920431137085
11;0.9787769913673401;0.0541088841855526;0.9218771457672119;0.22271092236042023
12;0.9825729727745056;0.04514310508966446;0.9152519106864929;0.2598525285720825
13;0.9872316718101501;0.03617515787482262;0.8126984238624573;0.6470108032226562
14;0.9840568900108337;0.04141424223780632;0.9050379395484924;0.31664425134658813
15;0.9892331957817078;0.02809196524322033;0.6777087450027466;1.784716010093689
16;0.988163411617279;0.031985290348529816;0.836991012096405;0.7451400756835938
17;0.9916833639144897;0.022428086027503014;0.8179433941841125;0.7668188214302063
18;0.9899923801422119;0.026490220800042152;0.8848861455917358;0.49354374408721924
19;0.9904755353927612;0.025913532823324203;0.9025534987449646;0.33634841442108154
20;0.9935468435287476;0.019009703770279884;0.9004830718040466;0.4073377847671509
21;0.9919593930244446;0.021951014176011086;0.9094548225402832;0.39945483207702637
22;0.9925460815429688;0.02061690390110016;0.9158040285110474;0.31751471757888794
23;0.9930636882781982;0.019781801849603653;0.9169082045555115;0.3200090825557709
24;0.9937539100646973;0.017480894923210144;0.7850931882858276;0.7377864122390747
25;0.9926496148109436;0.01854133792221546;0.8898550868034363;0.4144102931022644
26;0.9939609169960022;0.016374070197343826;0.9217391014099121;0.302436888217926
27;0.9956173896789551;0.012890681624412537;0.9083505868911743;0.3732313811779022
28;0.9933397769927979;0.017822811380028725;0.9216011166572571;0.3250860273838043
29;0.9945476055145264;0.01794067770242691;0.8748102188110352;0.43100032210350037
30;0.9947891235351562;0.014074278995394707;0.9006211161613464;0.356444776058197
31;0.9939609169960022;0.018548591062426567;0.9235334992408752;0.32789942622184753
32;0.9964110851287842;0.010394802317023277;0.8989648222923279;0.39297646284103394
33;0.9948581457138062;0.014689675532281399;0.8850241303443909;0.31825318932533264
34;0.994961678981781;0.013839841820299625;0.8685990571975708;0.5844924449920654
35;0.995858907699585;0.010851029306650162;0.9066942930221558;0.5026786923408508
36;0.9961349964141846;0.012510291300714016;0.9061421751976013;0.5156367421150208
37;0.9957553744316101;0.01152802538126707;0.8647342920303345;0.6608863472938538
38;0.9982055425643921;0.005823355168104172;0.9142857193946838;0.458469033241272
39;0.9942024946212769;0.01612170971930027;0.8968943953514099;0.5346419215202332
40;0.9955828785896301;0.013920621015131474;0.8985507488250732;0.48258233070373535
41;0.9962385296821594;0.011387034319341183;0.8665286302566528;0.5859341025352478
42;0.9957208633422852;0.01182890497148037;0.9216011166572571;0.38199344277381897
43;0.996514618396759;0.009694692678749561;0.9145617485046387;0.3768565356731415
44;0.9975498914718628;0.007035564631223679;0.8712215423583984;0.6145190000534058
45;0.9963075518608093;0.008658022619783878;0.9214630722999573;0.406499445438385
46;0.99565190076828;0.01129349134862423;0.8942719101905823;0.47026416659355164
47;0.996721625328064;0.009486435912549496;0.8731539249420166;0.7880004644393921
48;0.9964455962181091;0.008878315798938274;0.9040717482566833;0.4809378683567047
49;0.996549129486084;0.009336929768323898;0.8709454536437988;0.648162841796875
results/OHBM/pyramidal_cnn_ensemble/info.log 0 → 100644
View file @ bf70e31c
INFO:root:Started the Logging
INFO:root:X training loaded.
INFO:root:(129, 500, 36223)
INFO:root:y training loaded.
INFO:root:(1, 36223)
INFO:root:Setting the shapes
INFO:root:(36223, 500, 129)
INFO:root:(36223, 1)
INFO:root:Started running pyramidal_cnn. If you want to run other methods please choose another model in the config.py file.
INFO:root:Parameters:
INFO:root:--------------- use residual : False
INFO:root:--------------- depth : 6
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 16
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : False
INFO:root:--------------- depth : 6
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 16
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : False
INFO:root:--------------- depth : 6
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 16
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : False
INFO:root:--------------- depth : 6
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 16
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : False
INFO:root:--------------- depth : 6
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 16
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:**********
INFO:root:--- Runtime: 3552.163224220276 seconds ---
INFO:root:Finished Logging
results/OHBM/pyramidal_cnn_ensemble/pyramidal_cnn_ensemble_df_best_model.csv 0 → 100644
View file @ bf70e31c
best_model_train_loss,best_model_val_loss,best_model_train_acc,best_model_val_acc
0.014074278995394707,0.1619231104850769,0.9947891235351562,0.9387163561076605
results/OHBM/pyramidal_cnn_ensemble/pyramidal_cnn_ensemble_history.csv 0 → 100644
View file @ bf70e31c
loss,accuracy,val_loss,val_accuracy
0.5229793190956116,0.7286907434463501,0.4002792537212372,0.824568668046929
0.3748096525669098,0.8308026790618896,0.28798213601112366,0.895376121463078
0.25542691349983215,0.8919870257377625,0.24307061731815338,0.8989648033126294
0.19659088551998138,0.9171095490455627,0.21363912522792816,0.9247757073844031
0.16168683767318726,0.9324315190315247,0.21933799982070923,0.9180124223602485
0.13632336258888245,0.9446821808815002,0.22479282319545746,0.9137336093857833
0.11832697689533234,0.9528262615203857,0.19527417421340942,0.9214630779848171
0.09940213710069656,0.9597970843315125,0.26611241698265076,0.8829537612146308
0.0888088122010231,0.9652494788169861,0.3040655851364136,0.8623878536922015
0.07452460378408432,0.9708744287490845,0.19487033784389496,0.9318150448585231
0.06493431329727173,0.9750845432281494,0.16251970827579498,0.9363699102829538
0.0541088841855526,0.9787769913673401,0.23134759068489075,0.8956521739130435
0.04514310508966446,0.9825729727745056,0.1648266315460205,0.9327812284334024
0.03617515787482262,0.9872316718101501,0.22155921161174774,0.90904071773637
0.04141424223780632,0.9840568900108337,0.17723608016967773,0.9319530710835059
0.02809196524322033,0.9892331957817078,0.23127569258213043,0.9228433402346445
0.031985290348529816,0.988163411617279,0.2066156566143036,0.9146997929606625
0.022428086027503014,0.9916833639144897,0.240288645029068,0.9101449275362319
0.026490220800042152,0.9899923801422119,0.17816978693008423,0.9330572808833678
0.025913532823324203,0.9904755353927612,0.17431998252868652,0.9359558316080056
0.019009703770279884,0.9935468435287476,0.1768779158592224,0.9315389924085576
0.021951014176011086,0.9919593930244446,0.16628137230873108,0.937888198757764
0.02061690390110016,0.9925460815429688,0.24237284064292908,0.9086266390614217
0.019781801849603653,0.9930636882781982,0.1749597191810608,0.9323671497584541
0.017480894923210144,0.9937539100646973,0.21324694156646729,0.9206349206349206
0.01854133792221546,0.9926496148109436,0.19413962960243225,0.9244996549344375
0.016374070197343826,0.9939609169960022,0.17688243091106415,0.9318150448585231
0.012890681624412537,0.9956173896789551,0.18018275499343872,0.9272601794340924
0.017822811380028725,0.9933397769927979,0.1621977984905243,0.9354037267080745
0.01794067770242691,0.9945476055145264,0.17774489521980286,0.9337474120082816
0.014074278995394707,0.9947891235351562,0.1619231104850769,0.9387163561076605
0.018548591062426567,0.9939609169960022,0.1732415109872818,0.936231884057971
0.010394802317023277,0.9964110851287842,0.18912450969219208,0.9305728088336784
0.014689675532281399,0.9948581457138062,0.18225820362567902,0.9327812284334024
0.013839841820299625,0.994961678981781,0.21405284106731415,0.916632160110421
0.010851029306650162,0.995858907699585,0.1782805174589157,0.9342995169082126
0.012510291300714016,0.9961349964141846,0.18734367191791534,0.9268461007591442
0.01152802538126707,0.9957553744316101,0.18014012277126312,0.9336093857832988
0.005823355168104172,0.9982055425643921,0.18190234899520874,0.9342995169082126
0.01612170971930027,0.9942024946212769,0.22751621901988983,0.9302967563837129
0.013920621015131474,0.9955828785896301,0.178383469581604,0.9341614906832298
0.011387034319341183,0.9962385296821594,0.18261277675628662,0.93567977915804
0.01182890497148037,0.9957208633422852,0.1837872564792633,0.9352657004830918
0.009694692678749561,0.996514618396759,0.1846180260181427,0.9300207039337474
0.007035564631223679,0.9975498914718628,0.1772298812866211,0.9325051759834369
0.008658022619783878,0.9963075518608093,0.17883582413196564,0.9342995169082126
0.01129349134862423,0.99565190076828,0.18449130654335022,0.9302967563837129
0.009486435912549496,0.996721625328064,0.18653514981269836,0.9311249137336094
0.008878315798938274,0.9964455962181091,0.20953772962093353,0.9286404416839199
0.009336929768323898,0.996549129486084,0.2040371596813202,0.9225672877846791
Supports Markdown
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment