Epoch,Ours_Train,Ours_Test,ResNet-50_Train,ResNet-50_Test,ResNeXt-50_Train,ResNeXt-50_Test,densenet121_Train,densenet121_Test,AlexNet_Train,AlexNet_Test
1,0.8047868362004488,0.939209726443769,0.7838444278234854,0.770516717325228,0.7823485415108452,0.8799392097264438,0.7479431563201197,0.8996960486322189,0.5400149588631264,0.7370820668693009
2,0.9296933433059088,0.96048632218845,0.8713537771129394,0.8799392097264438,0.8900523560209425,0.9240121580547112,0.8915482423335827,0.9209726443768996,0.7576664173522812,0.7477203647416414
3,0.9409124906507106,0.9802431610942248,0.8848167539267016,0.8996960486322189,0.8743455497382199,0.9346504559270516,0.913238593866866,0.8647416413373861,0.7965594614809275,0.8282674772036475
4,0.9648466716529543,0.9680851063829788,0.8713537771129394,0.8677811550151976,0.8930441286462228,0.939209726443769,0.912490650710546,0.9361702127659576,0.7995512341062079,0.8039513677811551
5,0.974569932685116,0.9832826747720363,0.8586387434554974,0.9133738601823708,0.8960359012715033,0.8996960486322189,0.9169783096484668,0.9270516717325228,0.831712789827973,0.8206686930091185
6,0.9805534779356768,0.9787234042553192,0.8743455497382199,0.8890577507598785,0.9050112191473448,0.8647416413373861,0.9349289454001496,0.8966565349544073,0.8444278234854151,0.8662613981762918
7,0.9805534779356768,0.9802431610942248,0.8900523560209425,0.8875379939209727,0.9274495138369484,0.9240121580547112,0.9386686611817502,0.9772036474164134,0.8324607329842932,0.89209726443769
8,0.9835452505609572,0.9787234042553192,0.868362004487659,0.8297872340425532,0.9192221391174272,0.9285714285714286,0.9416604338070308,0.8404255319148937,0.8489154824233358,0.8328267477203647
9,0.9895287958115184,0.9893617021276596,0.8668661181750187,0.9224924012158054,0.9334330590875094,0.9407294832826748,0.9281974569932684,0.8693009118541033,0.8541510845175767,0.8799392097264438
10,0.9910246821241586,0.9802431610942248,0.8960359012715033,0.9012158054711246,0.9289454001495886,0.6291793313069909,0.9334330590875094,0.9437689969604864,0.8661181750186986,0.8768996960486323
11,0.9768137621540764,0.9756838905775076,0.906507105459985,0.878419452887538,0.9394166043380704,0.9559270516717324,0.9513836948391924,0.8632218844984803,0.8571428571428571,0.8860182370820668
12,0.988032909498878,0.9696048632218844,0.8975317875841436,0.8601823708206687,0.9513836948391924,0.9285714285714286,0.9364248317127898,0.89209726443769,0.8848167539267016,0.8495440729483282
13,0.9700822737471952,0.9893617021276596,0.9072550486163052,0.925531914893617,0.943904263275991,0.7993920972644377,0.9513836948391924,0.9209726443768996,0.862378459237098,0.9012158054711246
14,0.9835452505609572,0.9893617021276596,0.9094988780852656,0.9133738601823708,0.9386686611817502,0.9300911854103344,0.943904263275991,0.9361702127659576,0.8915482423335827,0.8768996960486323
15,0.9850411368735976,0.9924012158054712,0.9050112191473448,0.8905775075987842,0.9341810022438296,0.9118541033434652,0.8922961854899027,0.8875379939209727,0.893792071802543,0.8996960486322189
16,0.976065818997756,0.9832826747720363,0.9080029917726252,0.93161094224924,0.925953627524308,0.9376899696048632,0.924457741211668,0.945288753799392,0.8863126402393419,0.9042553191489362
17,0.987284966342558,0.972644376899696,0.9222139117427076,0.9422492401215804,0.9476439790575916,0.917933130699088,0.9222139117427076,0.945288753799392,0.8863126402393419,0.8632218844984803
18,0.9857890800299176,0.9832826747720363,0.9199700822737472,0.9224924012158054,0.9528795811518324,0.9559270516717324,0.9356768885564696,0.898176291793313,0.8833208676140614,0.8495440729483282
19,0.9925205684367988,0.9893617021276596,0.9222139117427076,0.9407294832826748,0.9461480927449514,0.9650455927051672,0.93717277486911,0.9133738601823708,0.8863126402393419,0.9118541033434652
20,0.9932685115931188,0.986322188449848,0.9214659685863874,0.917933130699088,0.949887808526552,0.8890577507598785,0.943904263275991,0.8662613981762918,0.8893044128646223,0.9103343465045592
21,0.9910246821241586,0.9787234042553192,0.93792071802543,0.7872340425531915,0.9573672400897532,0.9772036474164134,0.9409124906507106,0.9027355623100304,0.9012715033657442,0.9118541033434652
22,0.9925205684367988,0.986322188449848,0.9274495138369484,0.9559270516717324,0.9618548990276738,0.96048632218845,0.9424083769633508,0.96048632218845,0.8945400149588631,0.8951367781155015
23,0.987284966342558,0.972644376899696,0.931189229618549,0.8768996960486323,0.962602842183994,0.9680851063829788,0.93717277486911,0.96048632218845,0.8975317875841436,0.8951367781155015
24,0.988032909498878,0.9848024316109424,0.911742707554226,0.93161094224924,0.9446522064323112,0.9483282674772036,0.9543754674644728,0.9300911854103344,0.9080029917726252,0.9027355623100304
25,0.9842931937172776,0.9680851063829788,0.9386686611817502,0.9407294832826748,0.9596110695587136,0.8039513677811551,0.9551234106207928,0.8404255319148937,0.9050112191473448,0.8860182370820668
26,0.9895287958115184,0.9817629179331308,0.93792071802543,0.945288753799392,0.9588631264023936,0.9741641337386018,0.9603590127150337,0.8814589665653495,0.9012715033657442,0.9072948328267476
27,0.9902767389678384,0.9772036474164134,0.9416604338070308,0.9300911854103344,0.9536275243081526,0.9650455927051672,0.9566192969334332,0.8449848024316109,0.9147344801795064,0.9133738601823708
28,0.9820493642483172,0.9878419452887538,0.931189229618549,0.8069908814589666,0.9715781600598354,0.9741641337386018,0.949887808526552,0.8966565349544073,0.8975317875841436,0.9118541033434652
29,0.9947643979057592,0.9848024316109424,0.9326851159311892,0.925531914893617,0.9640987284966342,0.9787234042553192,0.9640987284966342,0.933130699088146,0.9214659685863874,0.9240121580547112
30,0.9850411368735976,0.9802431610942248,0.9401645474943904,0.9620060790273556,0.9700822737471952,0.9756838905775076,0.943904263275991,0.9422492401215804,0.9102468212415856,0.9072948328267476
31,0.9932685115931188,0.9832826747720363,0.9267015706806284,0.9559270516717324,0.9640987284966342,0.9802431610942248,0.9461480927449514,0.93161094224924,0.911742707554226,0.9270516717325228
32,0.9887808526551982,0.9908814589665652,0.943904263275991,0.939209726443769,0.9588631264023936,0.9878419452887538,0.9611069558713538,0.9635258358662614,0.9289454001495886,0.89209726443769
33,0.9917726252804788,0.9893617021276596,0.9483919222139118,0.9741641337386018,0.9663425579655948,0.93161094224924,0.9640987284966342,0.7477203647416414,0.9035153328347044,0.9270516717325228
34,0.9917726252804788,0.9802431610942248,0.9521316379955124,0.945288753799392,0.9738219895287958,0.9407294832826748,0.943904263275991,0.9498480243161094,0.906507105459985,0.9027355623100304
35,0.994016454749439,0.9924012158054712,0.9566192969334332,0.9088145896656536,0.9693343305908751,0.9544072948328268,0.9401645474943904,0.9072948328267476,0.9184741959611068,0.919452887537994
36,0.9917726252804788,0.9893617021276596,0.9693343305908751,0.972644376899696,0.9700822737471952,0.946808510638298,0.913238593866866,0.7173252279635258,0.924457741211668,0.8890577507598785
37,0.9970082273747196,0.9924012158054712,0.9618548990276738,0.9650455927051672,0.974569932685116,0.9635258358662614,0.924457741211668,0.8996960486322189,0.9207180254300672,0.9072948328267476
38,0.9970082273747196,0.993920972644377,0.9349289454001496,0.93161094224924,0.9768137621540764,0.96048632218845,0.9468960359012716,0.9696048632218844,0.9222139117427076,0.9103343465045592
39,0.9977561705310396,0.993920972644377,0.950635751682872,0.958966565349544,0.9723261032161556,0.9756838905775076,0.9513836948391924,0.9559270516717324,0.913238593866866,0.9088145896656536
40,0.9955123410620792,0.9908814589665652,0.9566192969334332,0.9285714285714286,0.962602842183994,0.9802431610942248,0.9468960359012716,0.9696048632218844,0.9094988780852656,0.8875379939209727
41,0.9917726252804788,0.9878419452887538,0.9588631264023936,0.9711246200607904,0.9768137621540764,0.9574468085106383,0.955871353777113,0.9787234042553192,0.9296933433059088,0.9240121580547112
42,0.9887808526551982,0.9893617021276596,0.9454001495886312,0.945288753799392,0.9730740463724756,0.986322188449848,0.9640987284966342,0.9650455927051672,0.9222139117427076,0.9164133738601824
43,0.9805534779356768,0.9772036474164134,0.9536275243081526,0.9574468085106383,0.981301421091997,0.9878419452887538,0.9581151832460733,0.952887537993921,0.925953627524308,0.917933130699088
44,0.9850411368735976,0.9954407294832828,0.9596110695587136,0.9711246200607904,0.9790575916230366,0.9680851063829788,0.9566192969334332,0.9422492401215804,0.9207180254300672,0.917933130699088
45,0.9925205684367988,0.9893617021276596,0.9573672400897532,0.9148936170212766,0.976065818997756,0.9756838905775076,0.9738219895287958,0.9802431610942248,0.9326851159311892,0.9270516717325228
46,0.9932685115931188,0.9893617021276596,0.9521316379955124,0.9376899696048632,0.9820493642483172,0.9772036474164134,0.9730740463724756,0.9118541033434652,0.9274495138369484,0.8996960486322189
47,0.9917726252804788,0.9893617021276596,0.9573672400897532,0.9680851063829788,0.9730740463724756,0.972644376899696,0.9588631264023936,0.9498480243161094,0.9229618548990276,0.9133738601823708
48,0.9962602842183994,0.9924012158054712,0.9685863874345548,0.9407294832826748,0.9850411368735976,0.9802431610942248,0.9715781600598354,0.9407294832826748,0.93717277486911,0.9103343465045592
49,0.9977561705310396,0.9893617021276596,0.9603590127150337,0.925531914893617,0.9581151832460733,0.8936170212765957,0.9775617053103964,0.933130699088146,0.9409124906507106,0.9164133738601824
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51,0.9985041136873598,0.9908814589665652,0.9633507853403142,0.9772036474164134,0.9738219895287958,0.9665653495440728,0.9715781600598354,0.9422492401215804,0.931189229618549,0.917933130699088
52,0.9962602842183994,0.9893617021276596,0.9588631264023936,0.9422492401215804,0.9865370231862378,0.9787234042553192,0.9730740463724756,0.972644376899696,0.9289454001495886,0.9285714285714286
53,0.994016454749439,0.993920972644377,0.9640987284966342,0.9635258358662614,0.9865370231862378,0.9817629179331308,0.9783096484667164,0.9696048632218844,0.93792071802543,0.9346504559270516
54,0.9962602842183994,0.993920972644377,0.9685863874345548,0.9741641337386018,0.9835452505609572,0.9787234042553192,0.9566192969334332,0.9559270516717324,0.9349289454001496,0.93161094224924
55,0.9947643979057592,0.993920972644377,0.9723261032161556,0.9665653495440728,0.9738219895287958,0.9802431610942248,0.9693343305908751,0.9741641337386018,0.9416604338070308,0.9118541033434652
56,0.9970082273747196,0.9924012158054712,0.9611069558713538,0.93161094224924,0.9805534779356768,0.9802431610942248,0.9678384442782348,0.9407294832826748,0.9364248317127898,0.933130699088146
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149,1.0,0.993920972644377,0.9962602842183994,0.9924012158054712,0.9955123410620792,0.993920972644377,0.9962602842183994,0.9650455927051672,0.9902767389678384,0.9741641337386018
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153,1.0,0.993920972644377,0.99925205684368,0.9924012158054712,0.9977561705310396,0.993920972644377,0.9947643979057592,0.96048632218845,0.9925205684367988,0.96048632218845
154,1.0,0.993920972644377,0.9970082273747196,0.9924012158054712,0.99925205684368,0.9908814589665652,0.9977561705310396,0.9741641337386018,0.9947643979057592,0.9741641337386018
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156,1.0,0.993920972644377,0.9970082273747196,0.993920972644377,0.9977561705310396,0.993920972644377,0.9955123410620792,0.9680851063829788,0.9925205684367988,0.9756838905775076
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160,0.99925205684368,0.993920972644377,0.9977561705310396,0.993920972644377,1.0,0.9924012158054712,0.9977561705310396,0.9772036474164134,0.9955123410620792,0.9741641337386018
161,0.99925205684368,0.993920972644377,0.9955123410620792,0.9924012158054712,0.9977561705310396,0.9954407294832828,0.9977561705310396,0.9756838905775076,0.9917726252804788,0.9665653495440728
162,1.0,0.993920972644377,0.99925205684368,0.9954407294832828,0.9970082273747196,0.9954407294832828,0.9977561705310396,0.9711246200607904,0.9902767389678384,0.9772036474164134
163,0.99925205684368,0.993920972644377,0.9962602842183994,0.9924012158054712,0.99925205684368,0.9954407294832828,0.9970082273747196,0.9696048632218844,0.9955123410620792,0.9756838905775076
164,0.9985041136873598,0.993920972644377,0.9985041136873598,0.9908814589665652,0.9985041136873598,0.9954407294832828,0.99925205684368,0.972644376899696,0.9902767389678384,0.9817629179331308
165,1.0,0.993920972644377,0.9962602842183994,0.9908814589665652,0.9977561705310396,0.9954407294832828,0.9977561705310396,0.9680851063829788,0.9947643979057592,0.9817629179331308
166,0.99925205684368,0.993920972644377,0.9970082273747196,0.9924012158054712,0.99925205684368,0.9954407294832828,0.9970082273747196,0.9772036474164134,0.9932685115931188,0.9802431610942248
167,1.0,0.993920972644377,0.9985041136873598,0.9924012158054712,0.99925205684368,0.9954407294832828,0.9977561705310396,0.9772036474164134,0.9895287958115184,0.9741641337386018
168,1.0,0.993920972644377,0.994016454749439,0.993920972644377,0.99925205684368,0.9924012158054712,0.99925205684368,0.9756838905775076,0.994016454749439,0.9741641337386018
169,0.99925205684368,0.993920972644377,0.9955123410620792,0.9924012158054712,0.99925205684368,0.993920972644377,0.9985041136873598,0.9559270516717324,0.9932685115931188,0.9802431610942248
170,1.0,0.993920972644377,0.9985041136873598,0.993920972644377,1.0,0.993920972644377,0.9947643979057592,0.9756838905775076,0.9955123410620792,0.972644376899696
171,0.99925205684368,0.993920972644377,0.9985041136873598,0.9924012158054712,0.99925205684368,0.993920972644377,0.9962602842183994,0.9680851063829788,0.9910246821241586,0.9756838905775076
172,0.99925205684368,0.993920972644377,0.9962602842183994,0.9924012158054712,0.99925205684368,0.993920972644377,0.9977561705310396,0.9711246200607904,0.9932685115931188,0.9756838905775076
173,0.99925205684368,0.993920972644377,0.9970082273747196,0.9924012158054712,1.0,0.9954407294832828,1.0,0.9802431610942248,0.9977561705310396,0.9772036474164134
174,0.99925205684368,0.993920972644377,0.9962602842183994,0.9924012158054712,0.9985041136873598,0.9954407294832828,0.99925205684368,0.9817629179331308,0.994016454749439,0.9772036474164134
175,1.0,0.993920972644377,0.9985041136873598,0.9924012158054712,0.99925205684368,0.9954407294832828,0.9970082273747196,0.972644376899696,0.9910246821241586,0.9772036474164134
176,1.0,0.993920972644377,0.9977561705310396,0.9924012158054712,0.9970082273747196,0.9954407294832828,0.99925205684368,0.9817629179331308,0.994016454749439,0.9787234042553192
177,1.0,0.993920972644377,0.9970082273747196,0.993920972644377,0.9985041136873598,0.993920972644377,0.9985041136873598,0.9680851063829788,0.994016454749439,0.9772036474164134
178,1.0,0.993920972644377,0.9962602842183994,0.993920972644377,0.9977561705310396,0.9954407294832828,0.99925205684368,0.9756838905775076,0.9925205684367988,0.9772036474164134
179,0.9985041136873598,0.993920972644377,0.9985041136873598,0.993920972644377,0.9977561705310396,0.9954407294832828,0.9985041136873598,0.972644376899696,0.994016454749439,0.9741641337386018
180,1.0,0.993920972644377,0.99925205684368,0.993920972644377,0.9985041136873598,0.9954407294832828,1.0,0.9756838905775076,0.9917726252804788,0.9756838905775076