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
1,0.6756756756756757,0.756838905775076,0.3918918918918919,0.3024316109422492,0.4054054054054054,0.1003039513677811,0.0675675675675675,0.0015197568389057,0.0878378378378378,0.6854103343465046
2,0.75,0.837386018237082,0.7635135135135135,0.2857142857142857,0.75,0.6778115501519757,0.7567567567567568,0.0258358662613981,0.5675675675675675,0.6854103343465046
3,0.8783783783783784,0.8647416413373861,0.7905405405405406,0.2887537993920973,0.7162162162162162,0.7006079027355623,0.7905405405405406,0.5790273556231003,0.6216216216216216,0.6854103343465046
4,0.8851351351351351,0.8571428571428571,0.7635135135135135,0.3100303951367781,0.8040540540540541,0.8130699088145896,0.8378378378378378,0.5182370820668692,0.6621621621621622,0.6869300911854104
5,0.8716216216216216,0.8054711246200608,0.8648648648648649,0.1413373860182371,0.7905405405405406,0.8115501519756839,0.8175675675675675,0.7993920972644377,0.7027027027027027,0.6854103343465046
6,0.9324324324324323,0.898176291793313,0.8648648648648649,0.4893617021276595,0.8581081081081081,0.831306990881459,0.8783783783783784,0.7537993920972644,0.6824324324324325,0.6854103343465046
7,0.918918918918919,0.9042553191489362,0.8648648648648649,0.8161094224924013,0.9121621621621622,0.8328267477203647,0.8986486486486487,0.8480243161094225,0.7027027027027027,0.3404255319148936
8,0.9662162162162162,0.9042553191489362,0.8851351351351351,0.8145896656534954,0.8918918918918919,0.8191489361702128,0.9256756756756755,0.8525835866261399,0.581081081081081,0.6869300911854104
9,0.9662162162162162,0.9209726443768996,0.8378378378378378,0.8206686930091185,0.9121621621621622,0.8297872340425532,0.9527027027027029,0.8009118541033434,0.722972972972973,0.6702127659574468
10,0.972972972972973,0.9285714285714286,0.8986486486486487,0.8282674772036475,0.9256756756756755,0.8541033434650456,0.9256756756756755,0.8677811550151976,0.6959459459459459,0.7553191489361702
11,0.972972972972973,0.9209726443768996,0.9391891891891893,0.8601823708206687,0.9054054054054054,0.8601823708206687,0.8986486486486487,0.898176291793313,0.7905405405405406,0.7416413373860182
12,0.9864864864864864,0.9027355623100304,0.9256756756756755,0.8647416413373861,0.9391891891891893,0.8191489361702128,0.9324324324324323,0.8419452887537994,0.7905405405405406,0.8252279635258358
13,0.9662162162162162,0.9088145896656536,0.9324324324324323,0.8738601823708206,0.9527027027027029,0.8617021276595744,0.972972972972973,0.9042553191489362,0.777027027027027,0.790273556231003
14,0.9527027027027029,0.8936170212765957,0.9527027027027029,0.8434650455927052,0.9594594594594594,0.8951367781155015,0.945945945945946,0.9072948328267476,0.75,0.8054711246200608
15,0.972972972972973,0.9209726443768996,0.9324324324324323,0.8404255319148937,0.8851351351351351,0.8829787234042553,0.918918918918919,0.8814589665653495,0.7297297297297297,0.7066869300911854
16,0.9797297297297296,0.8951367781155015,0.918918918918919,0.8738601823708206,0.8986486486486487,0.8449848024316109,0.9662162162162162,0.8936170212765957,0.6959459459459459,0.8191489361702128
17,0.972972972972973,0.8951367781155015,0.9527027027027029,0.851063829787234,0.9054054054054054,0.8996960486322189,0.9256756756756755,0.9088145896656536,0.7297297297297297,0.7993920972644377
18,0.9864864864864864,0.93161094224924,0.8716216216216216,0.8389057750759878,0.9391891891891893,0.8465045592705167,0.9594594594594594,0.8936170212765957,0.7567567567567568,0.8358662613981763
19,0.9932432432432432,0.9118541033434652,0.9594594594594594,0.8191489361702128,0.945945945945946,0.898176291793313,0.9662162162162162,0.898176291793313,0.7837837837837838,0.8267477203647416
20,0.9932432432432432,0.9285714285714286,0.9662162162162162,0.8799392097264438,0.9391891891891893,0.8890577507598785,0.9662162162162162,0.9027355623100304,0.8108108108108109,0.8434650455927052
21,0.9932432432432432,0.9422492401215804,0.9256756756756755,0.8814589665653495,0.9121621621621622,0.8601823708206687,0.9527027027027029,0.9224924012158054,0.777027027027027,0.790273556231003
22,0.9932432432432432,0.925531914893617,0.9527027027027029,0.8662613981762918,0.9662162162162162,0.8860182370820668,0.945945945945946,0.8905775075987842,0.8040540540540541,0.831306990881459
23,0.9864864864864864,0.9240121580547112,0.945945945945946,0.8556231003039514,0.945945945945946,0.8905775075987842,0.9932432432432432,0.8890577507598785,0.8040540540540541,0.8252279635258358
24,0.9864864864864864,0.9118541033434652,0.9527027027027029,0.8586626139817629,0.945945945945946,0.8708206686930091,0.9594594594594594,0.9012158054711246,0.8243243243243243,0.7978723404255319
25,1.0,0.9012158054711246,0.9256756756756755,0.8586626139817629,0.972972972972973,0.8966565349544073,0.9594594594594594,0.8556231003039514,0.7905405405405406,0.7978723404255319
26,1.0,0.905775075987842,0.9864864864864864,0.8662613981762918,0.9797297297297296,0.8662613981762918,0.9864864864864864,0.8951367781155015,0.8040540540540541,0.8206686930091185
27,0.9932432432432432,0.93161094224924,0.918918918918919,0.8890577507598785,0.9256756756756755,0.925531914893617,0.945945945945946,0.9224924012158054,0.8108108108108109,0.8237082066869301
28,0.9797297297297296,0.9300911854103344,0.9797297297297296,0.8936170212765957,0.972972972972973,0.9042553191489362,0.972972972972973,0.9042553191489362,0.8108108108108109,0.8343465045592705
29,0.9932432432432432,0.939209726443769,0.9527027027027029,0.8768996960486323,0.9797297297297296,0.8844984802431611,0.9324324324324323,0.8966565349544073,0.8108108108108109,0.8358662613981763
30,1.0,0.9224924012158054,0.972972972972973,0.8708206686930091,0.9864864864864864,0.8936170212765957,0.9662162162162162,0.8449848024316109,0.8378378378378378,0.8434650455927052
31,0.9864864864864864,0.9422492401215804,0.9864864864864864,0.8662613981762918,0.945945945945946,0.9133738601823708,0.972972972972973,0.8814589665653495,0.8243243243243243,0.8480243161094225
32,1.0,0.946808510638298,0.9662162162162162,0.8860182370820668,0.972972972972973,0.9088145896656536,0.9662162162162162,0.905775075987842,0.8175675675675675,0.8404255319148937
33,0.9797297297297296,0.96048632218845,0.9527027027027029,0.8890577507598785,0.9527027027027029,0.9072948328267476,0.9662162162162162,0.8814589665653495,0.7635135135135135,0.8237082066869301
34,0.9932432432432432,0.9574468085106383,0.972972972972973,0.8525835866261399,0.918918918918919,0.8829787234042553,0.945945945945946,0.9285714285714286,0.8445945945945946,0.8282674772036475
35,1.0,0.9072948328267476,0.9391891891891893,0.9012158054711246,0.9527027027027029,0.9300911854103344,0.9797297297297296,0.9164133738601824,0.8175675675675675,0.851063829787234
36,0.9932432432432432,0.9498480243161094,0.9527027027027029,0.9103343465045592,0.9662162162162162,0.917933130699088,0.9864864864864864,0.9133738601823708,0.831081081081081,0.8419452887537994
37,0.9797297297297296,0.9042553191489362,0.9527027027027029,0.9209726443768996,0.9797297297297296,0.9103343465045592,0.9864864864864864,0.898176291793313,0.8445945945945946,0.8328267477203647
38,0.9932432432432432,0.9498480243161094,0.9932432432432432,0.9224924012158054,0.9256756756756755,0.8966565349544073,0.9797297297297296,0.8966565349544073,0.7635135135135135,0.8358662613981763
39,0.9932432432432432,0.9513677811550152,0.9527027027027029,0.9224924012158054,0.9662162162162162,0.9042553191489362,0.9864864864864864,0.9088145896656536,0.7702702702702703,0.8206686930091185
40,0.9797297297297296,0.9437689969604864,0.945945945945946,0.9300911854103344,0.9864864864864864,0.9072948328267476,0.9797297297297296,0.9285714285714286,0.75,0.8358662613981763
41,0.9864864864864864,0.9665653495440728,0.9662162162162162,0.9240121580547112,0.9797297297297296,0.8860182370820668,0.9864864864864864,0.9300911854103344,0.8108108108108109,0.8389057750759878
42,0.9932432432432432,0.9559270516717324,0.9324324324324323,0.8541033434650456,0.972972972972973,0.8905775075987842,0.9594594594594594,0.9300911854103344,0.8243243243243243,0.8419452887537994
43,1.0,0.9559270516717324,0.9527027027027029,0.8237082066869301,0.9864864864864864,0.9118541033434652,0.9864864864864864,0.9042553191489362,0.8108108108108109,0.8434650455927052
44,0.9932432432432432,0.9513677811550152,0.9527027027027029,0.8905775075987842,0.972972972972973,0.9133738601823708,0.9324324324324323,0.8753799392097265,0.831081081081081,0.8465045592705167
45,0.9932432432432432,0.9483282674772036,0.9391891891891893,0.89209726443769,0.972972972972973,0.9240121580547112,1.0,0.8677811550151976,0.8783783783783784,0.8525835866261399
46,1.0,0.9498480243161094,0.972972972972973,0.8951367781155015,0.9797297297297296,0.9270516717325228,0.9527027027027029,0.9103343465045592,0.8851351351351351,0.8389057750759878
47,1.0,0.9483282674772036,1.0,0.8996960486322189,1.0,0.8905775075987842,0.9864864864864864,0.917933130699088,0.8243243243243243,0.8632218844984803
48,1.0,0.9559270516717324,1.0,0.8662613981762918,0.972972972972973,0.917933130699088,0.9797297297297296,0.9240121580547112,0.7972972972972973,0.831306990881459
49,0.9932432432432432,0.945288753799392,0.9662162162162162,0.8571428571428571,0.972972972972973,0.8556231003039514,0.9662162162162162,0.9407294832826748,0.8378378378378378,0.8465045592705167
50,0.9932432432432432,0.9513677811550152,0.9797297297297296,0.8951367781155015,0.9662162162162162,0.8693009118541033,0.9864864864864864,0.8875379939209727,0.8445945945945946,0.8617021276595744
51,0.9932432432432432,0.9574468085106383,0.9932432432432432,0.8860182370820668,1.0,0.9042553191489362,0.9932432432432432,0.9224924012158054,0.831081081081081,0.8480243161094225
52,1.0,0.9498480243161094,0.972972972972973,0.9012158054711246,0.9797297297297296,0.9240121580547112,0.9932432432432432,0.9300911854103344,0.8175675675675675,0.790273556231003
53,0.9932432432432432,0.9422492401215804,0.9797297297297296,0.8693009118541033,0.9662162162162162,0.905775075987842,0.972972972972973,0.9224924012158054,0.8243243243243243,0.8480243161094225
54,0.9932432432432432,0.9650455927051672,0.9594594594594594,0.878419452887538,0.9662162162162162,0.9270516717325228,0.972972972972973,0.9209726443768996,0.8445945945945946,0.8556231003039514
55,1.0,0.9559270516717324,0.9797297297297296,0.905775075987842,0.9864864864864864,0.8829787234042553,0.972972972972973,0.8085106382978723,0.8445945945945946,0.8541033434650456
56,1.0,0.9437689969604864,0.9864864864864864,0.917933130699088,0.9662162162162162,0.8890577507598785,0.972972972972973,0.8951367781155015,0.8175675675675675,0.837386018237082
57,0.9932432432432432,0.9559270516717324,0.9662162162162162,0.8738601823708206,0.945945945945946,0.9012158054711246,0.972972972972973,0.898176291793313,0.8040540540540541,0.8647416413373861
58,0.9797297297297296,0.958966565349544,0.945945945945946,0.8738601823708206,0.972972972972973,0.9240121580547112,0.9864864864864864,0.9103343465045592,0.8648648648648649,0.8586626139817629
59,1.0,0.9148936170212766,0.9662162162162162,0.898176291793313,0.9662162162162162,0.9072948328267476,0.9932432432432432,0.9027355623100304,0.8108108108108109,0.8449848024316109
60,1.0,0.9285714285714286,0.972972972972973,0.8875379939209727,0.9527027027027029,0.8996960486322189,0.9864864864864864,0.9148936170212766,0.8378378378378378,0.8556231003039514
61,1.0,0.9574468085106383,0.9864864864864864,0.8100303951367781,1.0,0.9088145896656536,1.0,0.917933130699088,0.8513513513513513,0.8009118541033434
62,0.9932432432432432,0.9422492401215804,0.9594594594594594,0.8936170212765957,0.945945945945946,0.9148936170212766,0.9932432432432432,0.925531914893617,0.7972972972972973,0.7264437689969605
63,0.9932432432432432,0.939209726443769,0.9797297297297296,0.8829787234042553,0.9797297297297296,0.8844984802431611,0.9932432432432432,0.925531914893617,0.722972972972973,0.851063829787234
64,1.0,0.952887537993921,0.9797297297297296,0.8541033434650456,0.9527027027027029,0.9148936170212766,0.9864864864864864,0.9240121580547112,0.8445945945945946,0.8601823708206687
65,1.0,0.9574468085106383,0.9662162162162162,0.8814589665653495,0.9797297297297296,0.919452887537994,1.0,0.9361702127659576,0.8716216216216216,0.8039513677811551
66,0.9932432432432432,0.9346504559270516,0.9797297297297296,0.9133738601823708,0.9864864864864864,0.933130699088146,0.9932432432432432,0.933130699088146,0.7837837837837838,0.8085106382978723
67,0.9932432432432432,0.945288753799392,0.9594594594594594,0.9027355623100304,0.9797297297297296,0.9376899696048632,0.9797297297297296,0.93161094224924,0.8378378378378378,0.8662613981762918
68,1.0,0.96048632218845,0.9527027027027029,0.9224924012158054,0.9797297297297296,0.9224924012158054,0.9932432432432432,0.9361702127659576,0.8513513513513513,0.8465045592705167
69,1.0,0.952887537993921,0.9594594594594594,0.89209726443769,0.9797297297297296,0.933130699088146,0.9797297297297296,0.9224924012158054,0.8445945945945946,0.8495440729483282
70,1.0,0.9544072948328268,0.9864864864864864,0.89209726443769,0.9932432432432432,0.925531914893617,0.9932432432432432,0.9285714285714286,0.8445945945945946,0.8480243161094225
71,1.0,0.96048632218845,0.9864864864864864,0.9118541033434652,0.9797297297297296,0.9042553191489362,0.9932432432432432,0.9300911854103344,0.831081081081081,0.8419452887537994
72,0.9932432432432432,0.9483282674772036,0.9797297297297296,0.9103343465045592,1.0,0.9012158054711246,0.9864864864864864,0.9361702127659576,0.831081081081081,0.8601823708206687
73,0.9864864864864864,0.93161094224924,0.9932432432432432,0.9164133738601824,0.9864864864864864,0.9027355623100304,0.9864864864864864,0.8875379939209727,0.7837837837837838,0.8419452887537994
74,1.0,0.9513677811550152,1.0,0.9133738601823708,0.9932432432432432,0.9103343465045592,0.972972972972973,0.8525835866261399,0.8716216216216216,0.8541033434650456
75,1.0,0.9498480243161094,1.0,0.917933130699088,0.9864864864864864,0.9240121580547112,0.9932432432432432,0.8951367781155015,0.8581081081081081,0.8617021276595744
76,1.0,0.939209726443769,0.9932432432432432,0.9240121580547112,0.9864864864864864,0.9407294832826748,0.9797297297297296,0.93161094224924,0.8581081081081081,0.8693009118541033
77,0.9864864864864864,0.9559270516717324,1.0,0.9209726443768996,0.9864864864864864,0.9361702127659576,0.9864864864864864,0.9361702127659576,0.8581081081081081,0.8677811550151976
78,0.9932432432432432,0.9498480243161094,0.9864864864864864,0.919452887537994,0.9864864864864864,0.9361702127659576,0.9797297297297296,0.9361702127659576,0.8851351351351351,0.8632218844984803
79,1.0,0.9437689969604864,0.9932432432432432,0.9224924012158054,0.9797297297297296,0.9088145896656536,0.9797297297297296,0.917933130699088,0.8716216216216216,0.8708206686930091
80,0.9932432432432432,0.945288753799392,0.9932432432432432,0.9224924012158054,0.9864864864864864,0.905775075987842,0.9864864864864864,0.9300911854103344,0.8581081081081081,0.8768996960486323
81,0.9932432432432432,0.945288753799392,0.9594594594594594,0.939209726443769,0.972972972972973,0.9088145896656536,0.9932432432432432,0.9300911854103344,0.8648648648648649,0.8708206686930091
82,1.0,0.946808510638298,0.9932432432432432,0.8966565349544073,0.9797297297297296,0.9042553191489362,0.9932432432432432,0.9300911854103344,0.8378378378378378,0.8267477203647416
83,0.9932432432432432,0.9270516717325228,1.0,0.8768996960486323,0.9864864864864864,0.925531914893617,0.9932432432432432,0.939209726443769,0.8378378378378378,0.7948328267477204
84,1.0,0.9027355623100304,1.0,0.917933130699088,1.0,0.9148936170212766,0.9932432432432432,0.946808510638298,0.831081081081081,0.8525835866261399
85,1.0,0.9376899696048632,0.9932432432432432,0.933130699088146,0.9797297297297296,0.9103343465045592,0.9797297297297296,0.9483282674772036,0.8648648648648649,0.8221884498480243
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178,1.0,0.952887537993921,1.0,0.945288753799392,1.0,0.9407294832826748,1.0,0.9620060790273556,0.918918918918919,0.8753799392097265
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180,1.0,0.952887537993921,0.9932432432432432,0.946808510638298,1.0,0.9376899696048632,1.0,0.9559270516717324,0.945945945945946,0.8768996960486323