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
1,0.6648936170212766,0.7507598784194529,0.3670212765957447,0.3206686930091185,0.5319148936170213,0.6747720364741642,0.2978723404255319,0.0075987841945288,0.0797872340425532,0.6854103343465046
2,0.8191489361702128,0.8525835866261399,0.7446808510638298,0.6838905775075987,0.8031914893617021,0.4376899696048632,0.824468085106383,0.6048632218844985,0.6382978723404256,0.3145896656534954
3,0.8617021276595744,0.8905775075987842,0.7606382978723404,0.2051671732522796,0.8031914893617021,0.831306990881459,0.824468085106383,0.6610942249240122,0.5478723404255319,0.6702127659574468
4,0.8723404255319149,0.8738601823708206,0.8723404255319149,0.6914893617021277,0.7925531914893617,0.7933130699088146,0.8563829787234043,0.6762917933130699,0.5851063829787234,0.6854103343465046
5,0.8936170212765957,0.8768996960486323,0.8297872340425532,0.7735562310030395,0.8563829787234043,0.8693009118541033,0.8404255319148937,0.7310030395136778,0.6702127659574468,0.3145896656534954
6,0.898936170212766,0.8343465045592705,0.8404255319148937,0.7826747720364742,0.8670212765957447,0.8693009118541033,0.8776595744680851,0.8860182370820668,0.5106382978723404,0.6854103343465046
7,0.9308510638297872,0.8829787234042553,0.8670212765957447,0.8191489361702128,0.8829787234042553,0.8328267477203647,0.8829787234042553,0.8495440729483282,0.6968085106382979,0.7477203647416414
8,0.9095744680851064,0.9118541033434652,0.9042553191489362,0.8237082066869301,0.952127659574468,0.8814589665653495,0.946808510638298,0.9103343465045592,0.6861702127659575,0.6854103343465046
9,0.952127659574468,0.9422492401215804,0.8563829787234043,0.8191489361702128,0.9308510638297872,0.905775075987842,0.9361702127659576,0.9148936170212766,0.7127659574468085,0.7051671732522796
10,0.9680851063829788,0.9437689969604864,0.9202127659574468,0.790273556231003,0.946808510638298,0.8541033434650456,0.9148936170212766,0.8708206686930091,0.6914893617021277,0.8130699088145896
11,0.9893617021276596,0.925531914893617,0.8457446808510638,0.8237082066869301,0.9095744680851064,0.8951367781155015,0.9095744680851064,0.905775075987842,0.7127659574468085,0.7522796352583586
12,0.973404255319149,0.9544072948328268,0.9148936170212766,0.8541033434650456,0.8882978723404256,0.9088145896656536,0.9627659574468084,0.898176291793313,0.723404255319149,0.8206686930091185
13,1.0,0.9559270516717324,0.8829787234042553,0.8662613981762918,0.9361702127659576,0.9164133738601824,0.952127659574468,0.919452887537994,0.7446808510638298,0.7993920972644377
14,0.9893617021276596,0.9559270516717324,0.8936170212765957,0.8814589665653495,0.9202127659574468,0.9209726443768996,0.9414893617021276,0.9224924012158054,0.7553191489361702,0.8267477203647416
15,0.9840425531914894,0.952887537993921,0.8723404255319149,0.8966565349544073,0.9361702127659576,0.8449848024316109,0.9308510638297872,0.93161094224924,0.8031914893617021,0.8145896656534954
16,0.9946808510638298,0.9498480243161094,0.9042553191489362,0.8677811550151976,0.9202127659574468,0.8936170212765957,0.946808510638298,0.933130699088146,0.7712765957446809,0.831306990881459
17,1.0,0.96048632218845,0.9148936170212766,0.8966565349544073,0.9042553191489362,0.9224924012158054,0.9680851063829788,0.9376899696048632,0.7925531914893617,0.8328267477203647
18,0.9840425531914894,0.958966565349544,0.9095744680851064,0.8206686930091185,0.925531914893617,0.9133738601823708,0.9680851063829788,0.9164133738601824,0.7925531914893617,0.8343465045592705
19,0.9840425531914894,0.96048632218845,0.9308510638297872,0.8328267477203647,0.952127659574468,0.919452887537994,0.9787234042553192,0.925531914893617,0.824468085106383,0.7857142857142857
20,0.9787234042553192,0.9498480243161094,0.9095744680851064,0.8465045592705167,0.9574468085106383,0.9088145896656536,0.9840425531914894,0.8905775075987842,0.75,0.8297872340425532
21,0.9787234042553192,0.9574468085106383,0.9148936170212766,0.878419452887538,0.9680851063829788,0.8905775075987842,0.973404255319149,0.946808510638298,0.8031914893617021,0.7933130699088146
22,1.0,0.9665653495440728,0.952127659574468,0.8617021276595744,0.9042553191489362,0.8738601823708206,0.9787234042553192,0.8860182370820668,0.8031914893617021,0.8343465045592705
23,0.9946808510638298,0.9650455927051672,0.9202127659574468,0.8996960486322189,0.952127659574468,0.9012158054711246,0.9627659574468084,0.9300911854103344,0.7978723404255319,0.8389057750759878
24,0.9946808510638298,0.9680851063829788,0.952127659574468,0.9133738601823708,0.952127659574468,0.8708206686930091,0.952127659574468,0.9027355623100304,0.8085106382978723,0.8389057750759878
25,0.9946808510638298,0.9650455927051672,0.9574468085106383,0.9118541033434652,0.9414893617021276,0.8768996960486323,0.952127659574468,0.919452887537994,0.8031914893617021,0.6975683890577508
26,0.9946808510638298,0.958966565349544,0.973404255319149,0.8449848024316109,0.952127659574468,0.8753799392097265,0.9787234042553192,0.9376899696048632,0.7446808510638298,0.8328267477203647
27,1.0,0.9635258358662614,0.9574468085106383,0.8753799392097265,0.9840425531914894,0.9300911854103344,0.9414893617021276,0.919452887537994,0.851063829787234,0.8282674772036475
28,1.0,0.9635258358662614,0.973404255319149,0.9088145896656536,0.9627659574468084,0.917933130699088,0.973404255319149,0.9300911854103344,0.8297872340425532,0.8586626139817629
29,0.9946808510638298,0.958966565349544,0.9361702127659576,0.9148936170212766,0.9574468085106383,0.9270516717325228,0.9680851063829788,0.8571428571428571,0.8297872340425532,0.8389057750759878
30,0.9840425531914894,0.958966565349544,0.9414893617021276,0.8328267477203647,0.9414893617021276,0.9133738601823708,0.9893617021276596,0.9574468085106383,0.7978723404255319,0.7629179331306991
31,0.9893617021276596,0.9711246200607904,0.9361702127659576,0.8905775075987842,0.9574468085106383,0.9133738601823708,0.9042553191489362,0.9042553191489362,0.7925531914893617,0.8465045592705167
32,0.9946808510638298,0.9650455927051672,0.925531914893617,0.8996960486322189,0.952127659574468,0.8753799392097265,0.9680851063829788,0.9012158054711246,0.824468085106383,0.8434650455927052
33,0.9893617021276596,0.9498480243161094,0.9574468085106383,0.8951367781155015,0.9308510638297872,0.8708206686930091,0.973404255319149,0.9118541033434652,0.8031914893617021,0.8161094224924013
34,0.9946808510638298,0.9544072948328268,0.9627659574468084,0.9209726443768996,0.9574468085106383,0.9072948328267476,0.9787234042553192,0.9270516717325228,0.824468085106383,0.8434650455927052
35,1.0,0.9635258358662614,0.9361702127659576,0.8936170212765957,0.9148936170212766,0.7720364741641338,0.9680851063829788,0.8693009118541033,0.8191489361702128,0.8389057750759878
36,1.0,0.952887537993921,0.946808510638298,0.8860182370820668,0.9680851063829788,0.9012158054711246,0.9840425531914894,0.8799392097264438,0.8563829787234043,0.8632218844984803
37,0.9946808510638298,0.8936170212765957,0.946808510638298,0.8647416413373861,0.9308510638297872,0.878419452887538,0.9787234042553192,0.9285714285714286,0.8297872340425532,0.8525835866261399
38,1.0,0.9407294832826748,0.9414893617021276,0.8966565349544073,0.9414893617021276,0.9027355623100304,0.9840425531914894,0.9270516717325228,0.8085106382978723,0.8677811550151976
39,0.9840425531914894,0.9498480243161094,0.9627659574468084,0.9164133738601824,0.925531914893617,0.9103343465045592,0.9840425531914894,0.933130699088146,0.8351063829787234,0.8404255319148937
40,0.9946808510638298,0.96048632218845,0.9361702127659576,0.89209726443769,0.9680851063829788,0.8662613981762918,0.9893617021276596,0.9346504559270516,0.8297872340425532,0.8556231003039514
41,0.9893617021276596,0.9376899696048632,0.952127659574468,0.8768996960486323,0.973404255319149,0.946808510638298,0.9840425531914894,0.9148936170212766,0.8351063829787234,0.8191489361702128
42,0.9946808510638298,0.96048632218845,0.9574468085106383,0.9240121580547112,0.9627659574468084,0.9224924012158054,0.9680851063829788,0.9285714285714286,0.8563829787234043,0.8465045592705167
43,1.0,0.952887537993921,0.9574468085106383,0.8996960486322189,0.9574468085106383,0.9437689969604864,0.973404255319149,0.8768996960486323,0.8351063829787234,0.878419452887538
44,0.9840425531914894,0.9437689969604864,0.9680851063829788,0.93161094224924,0.9680851063829788,0.9209726443768996,0.9840425531914894,0.9027355623100304,0.8404255319148937,0.8541033434650456
45,0.9946808510638298,0.9574468085106383,0.9680851063829788,0.9407294832826748,0.9680851063829788,0.9346504559270516,0.973404255319149,0.9164133738601824,0.824468085106383,0.8085106382978723
46,0.9893617021276596,0.933130699088146,0.9787234042553192,0.9376899696048632,0.9680851063829788,0.9513677811550152,0.9574468085106383,0.8951367781155015,0.8297872340425532,0.8738601823708206
47,0.9893617021276596,0.925531914893617,0.9627659574468084,0.933130699088146,0.9680851063829788,0.905775075987842,0.973404255319149,0.8905775075987842,0.8297872340425532,0.8541033434650456
48,0.9893617021276596,0.9483282674772036,0.9680851063829788,0.8768996960486323,0.9893617021276596,0.919452887537994,0.9840425531914894,0.9133738601823708,0.8776595744680851,0.8571428571428571
49,0.9787234042553192,0.9483282674772036,0.952127659574468,0.8936170212765957,1.0,0.8860182370820668,0.973404255319149,0.905775075987842,0.898936170212766,0.8419452887537994
50,0.9680851063829788,0.9544072948328268,0.952127659574468,0.9042553191489362,0.9893617021276596,0.9240121580547112,0.9627659574468084,0.9133738601823708,0.8563829787234043,0.8571428571428571
51,0.9893617021276596,0.958966565349544,0.9308510638297872,0.8677811550151976,1.0,0.946808510638298,0.9840425531914894,0.9270516717325228,0.8617021276595744,0.8632218844984803
52,0.9840425531914894,0.9635258358662614,0.952127659574468,0.8252279635258358,0.9946808510638298,0.9361702127659576,0.9946808510638298,0.9103343465045592,0.8670212765957447,0.8434650455927052
53,0.9946808510638298,0.9498480243161094,0.9361702127659576,0.6990881458966566,0.9627659574468084,0.939209726443769,0.973404255319149,0.9376899696048632,0.8829787234042553,0.8525835866261399
54,1.0,0.9559270516717324,0.9414893617021276,0.925531914893617,0.9840425531914894,0.905775075987842,0.9787234042553192,0.9483282674772036,0.898936170212766,0.8419452887537994
55,1.0,0.9574468085106383,0.9680851063829788,0.919452887537994,0.9787234042553192,0.905775075987842,0.9840425531914894,0.9346504559270516,0.8936170212765957,0.8586626139817629
56,0.9840425531914894,0.9513677811550152,0.9787234042553192,0.9209726443768996,0.9680851063829788,0.7887537993920972,0.9893617021276596,0.9346504559270516,0.8882978723404256,0.7948328267477204
57,0.9893617021276596,0.9680851063829788,0.9893617021276596,0.9118541033434652,0.9627659574468084,0.9103343465045592,0.9840425531914894,0.9407294832826748,0.8829787234042553,0.8389057750759878
58,0.9893617021276596,0.9680851063829788,0.9893617021276596,0.93161094224924,0.9680851063829788,0.9346504559270516,0.9946808510638298,0.9437689969604864,0.8723404255319149,0.8449848024316109
59,0.9946808510638298,0.9711246200607904,0.9840425531914894,0.93161094224924,0.9946808510638298,0.8814589665653495,0.9946808510638298,0.9407294832826748,0.8351063829787234,0.8039513677811551
60,1.0,0.9635258358662614,0.9946808510638298,0.9407294832826748,0.9574468085106383,0.917933130699088,0.9840425531914894,0.9635258358662614,0.8563829787234043,0.8039513677811551
61,0.973404255319149,0.9741641337386018,0.9840425531914894,0.9224924012158054,0.9787234042553192,0.9103343465045592,0.9946808510638298,0.9635258358662614,0.8404255319148937,0.8693009118541033
62,0.9946808510638298,0.952887537993921,0.9893617021276596,0.898176291793313,0.9680851063829788,0.9483282674772036,1.0,0.9635258358662614,0.8563829787234043,0.8495440729483282
63,0.9680851063829788,0.9361702127659576,0.9680851063829788,0.9270516717325228,0.9680851063829788,0.9483282674772036,0.9893617021276596,0.9513677811550152,0.824468085106383,0.7872340425531915
64,0.9840425531914894,0.958966565349544,0.973404255319149,0.9300911854103344,0.9680851063829788,0.9209726443768996,0.9946808510638298,0.9270516717325228,0.8404255319148937,0.8145896656534954
65,1.0,0.9498480243161094,0.9946808510638298,0.9118541033434652,0.9787234042553192,0.8647416413373861,0.9946808510638298,0.9437689969604864,0.8351063829787234,0.8282674772036475
66,0.9946808510638298,0.9650455927051672,0.973404255319149,0.9376899696048632,0.9787234042553192,0.939209726443769,1.0,0.9513677811550152,0.8617021276595744,0.8753799392097265
67,1.0,0.9513677811550152,0.9946808510638298,0.9574468085106383,0.9946808510638298,0.925531914893617,1.0,0.9437689969604864,0.8829787234042553,0.8541033434650456
68,0.9893617021276596,0.9635258358662614,0.9840425531914894,0.9376899696048632,0.9787234042553192,0.9346504559270516,0.9840425531914894,0.9513677811550152,0.8936170212765957,0.8495440729483282
69,0.9946808510638298,0.9650455927051672,0.973404255319149,0.9361702127659576,0.9840425531914894,0.958966565349544,0.9840425531914894,0.9498480243161094,0.8882978723404256,0.8647416413373861
70,0.9893617021276596,0.9665653495440728,0.9946808510638298,0.93161094224924,0.9946808510638298,0.9407294832826748,0.9840425531914894,0.905775075987842,0.8776595744680851,0.8936170212765957
71,1.0,0.9544072948328268,0.9787234042553192,0.898176291793313,0.9787234042553192,0.9224924012158054,0.973404255319149,0.939209726443769,0.9308510638297872,0.8343465045592705
72,0.9946808510638298,0.958966565349544,0.973404255319149,0.8738601823708206,0.9787234042553192,0.8966565349544073,0.9840425531914894,0.8890577507598785,0.8670212765957447,0.8495440729483282
73,0.9946808510638298,0.96048632218845,0.9787234042553192,0.8799392097264438,0.9840425531914894,0.9072948328267476,0.9946808510638298,0.925531914893617,0.898936170212766,0.8753799392097265
74,0.9893617021276596,0.9665653495440728,0.9574468085106383,0.9270516717325228,0.9946808510638298,0.939209726443769,0.9946808510638298,0.9513677811550152,0.9148936170212766,0.8556231003039514
75,1.0,0.972644376899696,0.9946808510638298,0.939209726443769,0.9946808510638298,0.9422492401215804,0.9840425531914894,0.9042553191489362,0.9042553191489362,0.8693009118541033
76,0.9946808510638298,0.9498480243161094,0.9840425531914894,0.9422492401215804,0.973404255319149,0.9285714285714286,0.9893617021276596,0.9376899696048632,0.9095744680851064,0.8677811550151976
77,0.9946808510638298,0.9635258358662614,0.946808510638298,0.8693009118541033,0.9946808510638298,0.9209726443768996,0.9787234042553192,0.9072948328267476,0.9042553191489362,0.8525835866261399
78,0.9946808510638298,0.958966565349544,0.9627659574468084,0.9209726443768996,0.9787234042553192,0.917933130699088,0.9680851063829788,0.9300911854103344,0.8829787234042553,0.8662613981762918
79,0.9946808510638298,0.9650455927051672,0.9840425531914894,0.9346504559270516,0.9840425531914894,0.9270516717325228,0.9627659574468084,0.9361702127659576,0.9361702127659576,0.8601823708206687
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172,0.9946808510638298,0.972644376899696,1.0,0.96048632218845,1.0,0.9620060790273556,1.0,0.9848024316109424,0.973404255319149,0.9027355623100304
173,1.0,0.972644376899696,1.0,0.958966565349544,1.0,0.9620060790273556,1.0,0.9832826747720363,0.9893617021276596,0.9027355623100304
174,1.0,0.972644376899696,1.0,0.958966565349544,1.0,0.9559270516717324,1.0,0.9832826747720363,0.9946808510638298,0.9027355623100304
175,1.0,0.972644376899696,1.0,0.958966565349544,0.9946808510638298,0.9559270516717324,1.0,0.986322188449848,0.9893617021276596,0.9027355623100304
176,1.0,0.972644376899696,0.9893617021276596,0.96048632218845,0.9946808510638298,0.9574468085106383,0.9946808510638298,0.9832826747720363,0.9840425531914894,0.9012158054711246
177,1.0,0.972644376899696,1.0,0.958966565349544,1.0,0.9635258358662614,1.0,0.9832826747720363,0.9893617021276596,0.9012158054711246
178,1.0,0.972644376899696,1.0,0.96048632218845,1.0,0.9635258358662614,1.0,0.9832826747720363,0.9893617021276596,0.9012158054711246
179,1.0,0.972644376899696,0.9946808510638298,0.9635258358662614,1.0,0.9635258358662614,1.0,0.9832826747720363,0.9946808510638298,0.9012158054711246
180,1.0,0.9711246200607904,0.9946808510638298,0.9620060790273556,1.0,0.9635258358662614,1.0,0.9832826747720363,0.9893617021276596,0.9012158054711246