diff --git a/logs/AEModels/ROC/Model_Epsilon0.001.png b/logs/AEModels/ROC/Model_Epsilon0.001.png
new file mode 100644
index 0000000000000000000000000000000000000000..a12f4808a54d88841ff7d548fda35f210acb14af
Binary files /dev/null and b/logs/AEModels/ROC/Model_Epsilon0.001.png differ
diff --git a/logs/AEModels/ROC/Model_Epsilon0.003.png b/logs/AEModels/ROC/Model_Epsilon0.003.png
new file mode 100644
index 0000000000000000000000000000000000000000..6cc51d769cea0735e773c7a85c9b43151e04c3bb
Binary files /dev/null and b/logs/AEModels/ROC/Model_Epsilon0.003.png differ
diff --git a/logs/AEModels/ROC/Model_Epsilon0.005.png b/logs/AEModels/ROC/Model_Epsilon0.005.png
new file mode 100644
index 0000000000000000000000000000000000000000..c97270c92680fda38aaea1c501ce4243076c78b8
Binary files /dev/null and b/logs/AEModels/ROC/Model_Epsilon0.005.png differ
diff --git a/logs/AEModels/ROC/Model_Epsilon0.01.png b/logs/AEModels/ROC/Model_Epsilon0.01.png
new file mode 100644
index 0000000000000000000000000000000000000000..9fc0c010cac3de29112572247fc215c2c55e0908
Binary files /dev/null and b/logs/AEModels/ROC/Model_Epsilon0.01.png differ
diff --git a/logs/AEModels/ROC/Model_Epsilon0.03.png b/logs/AEModels/ROC/Model_Epsilon0.03.png
new file mode 100644
index 0000000000000000000000000000000000000000..be1e8f1641d5d60ca03ba4be26401b5c9a77cccc
Binary files /dev/null and b/logs/AEModels/ROC/Model_Epsilon0.03.png differ
diff --git a/logs/AEModels/acc/0.001.png b/logs/AEModels/acc/0.001.png
new file mode 100644
index 0000000000000000000000000000000000000000..1205bc72b09a508fcb274fa21a442602fa7dd741
Binary files /dev/null and b/logs/AEModels/acc/0.001.png differ
diff --git a/logs/AEModels/acc/0.003.png b/logs/AEModels/acc/0.003.png
new file mode 100644
index 0000000000000000000000000000000000000000..9f1b4d519961a03b7b4a43e1e7a5f4769e3c1088
Binary files /dev/null and b/logs/AEModels/acc/0.003.png differ
diff --git a/logs/AEModels/acc/0.005.png b/logs/AEModels/acc/0.005.png
new file mode 100644
index 0000000000000000000000000000000000000000..a9a48b7ba581a44ad6b1d8f11809f702426c231b
Binary files /dev/null and b/logs/AEModels/acc/0.005.png differ
diff --git a/logs/AEModels/acc/0.01.png b/logs/AEModels/acc/0.01.png
new file mode 100644
index 0000000000000000000000000000000000000000..738ca36399ec1270f7c5f5080df5afb43a5c2fe6
Binary files /dev/null and b/logs/AEModels/acc/0.01.png differ
diff --git a/logs/AEModels/acc/0.03.png b/logs/AEModels/acc/0.03.png
new file mode 100644
index 0000000000000000000000000000000000000000..c0cd083a1c67c4754e397fde464817fb6d625479
Binary files /dev/null and b/logs/AEModels/acc/0.03.png differ
diff --git a/logs/AEModels/loss/0.001-2.png b/logs/AEModels/loss/0.001-2.png
new file mode 100644
index 0000000000000000000000000000000000000000..ccf2ce2e458f11ac27bcb815a45b543a28f08ab2
Binary files /dev/null and b/logs/AEModels/loss/0.001-2.png differ
diff --git a/logs/AEModels/loss/0.003-2.png b/logs/AEModels/loss/0.003-2.png
new file mode 100644
index 0000000000000000000000000000000000000000..d0a4c8de8825f6262bbba1aab2d1f02532379d28
Binary files /dev/null and b/logs/AEModels/loss/0.003-2.png differ
diff --git a/logs/AEModels/loss/0.005-2.png b/logs/AEModels/loss/0.005-2.png
new file mode 100644
index 0000000000000000000000000000000000000000..9f5f6816fb3670cc33c8f2281281332fd4d94d64
Binary files /dev/null and b/logs/AEModels/loss/0.005-2.png differ
diff --git a/logs/AEModels/loss/0.01-2.png b/logs/AEModels/loss/0.01-2.png
new file mode 100644
index 0000000000000000000000000000000000000000..d97edc3cc381ee2f395d9d87f3c38296c2a5faf0
Binary files /dev/null and b/logs/AEModels/loss/0.01-2.png differ
diff --git a/logs/AEModels/loss/0.03-2.png b/logs/AEModels/loss/0.03-2.png
new file mode 100644
index 0000000000000000000000000000000000000000..088bb773a55b53619afe8fa0101960b8e8e0b25b
Binary files /dev/null and b/logs/AEModels/loss/0.03-2.png differ
diff --git a/logs/AEModels/performances/1.png b/logs/AEModels/performances/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..bcc04459f7a4c341b5b3f513d356cde66374c50b
Binary files /dev/null and b/logs/AEModels/performances/1.png differ
diff --git a/logs/AEModels/performances/2.png b/logs/AEModels/performances/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..bb0183fe3009fecc70ba0164fc02d6a746150b8f
Binary files /dev/null and b/logs/AEModels/performances/2.png differ
diff --git a/logs/AEModels/performances/3.png b/logs/AEModels/performances/3.png
new file mode 100644
index 0000000000000000000000000000000000000000..a796b7ea8a746c379786d2d0a3434c4a78c5b459
Binary files /dev/null and b/logs/AEModels/performances/3.png differ
diff --git a/logs/AEModels/performances/4.png b/logs/AEModels/performances/4.png
new file mode 100644
index 0000000000000000000000000000000000000000..86769459503907a3752f3fa132fb130a4a5b1c58
Binary files /dev/null and b/logs/AEModels/performances/4.png differ
diff --git a/logs/AEModels/performances/5.png b/logs/AEModels/performances/5.png
new file mode 100644
index 0000000000000000000000000000000000000000..33d77c7d1ad02146deccc5bcff3d867f5023c0cc
Binary files /dev/null and b/logs/AEModels/performances/5.png differ
diff --git a/logs/RandomNoisemodels/ROC/Model_Epsilon0.001.png b/logs/RandomNoisemodels/ROC/Model_Epsilon0.001.png
new file mode 100644
index 0000000000000000000000000000000000000000..873bf7bc3a6f7b6a4837ad6859a6c0cd900381ab
Binary files /dev/null and b/logs/RandomNoisemodels/ROC/Model_Epsilon0.001.png differ
diff --git a/logs/RandomNoisemodels/ROC/Model_Epsilon0.003.png b/logs/RandomNoisemodels/ROC/Model_Epsilon0.003.png
new file mode 100644
index 0000000000000000000000000000000000000000..e0496617c1e7c3d4bc1f052a4dae01fdfe476ed1
Binary files /dev/null and b/logs/RandomNoisemodels/ROC/Model_Epsilon0.003.png differ
diff --git a/logs/RandomNoisemodels/ROC/Model_Epsilon0.005.png b/logs/RandomNoisemodels/ROC/Model_Epsilon0.005.png
new file mode 100644
index 0000000000000000000000000000000000000000..55c4a90cfc81f6e73413a27cc67f0753caa95270
Binary files /dev/null and b/logs/RandomNoisemodels/ROC/Model_Epsilon0.005.png differ
diff --git a/logs/RandomNoisemodels/ROC/Model_Epsilon0.01.png b/logs/RandomNoisemodels/ROC/Model_Epsilon0.01.png
new file mode 100644
index 0000000000000000000000000000000000000000..eb748b9ccb81932418c1d3eb3c4a385f134f0107
Binary files /dev/null and b/logs/RandomNoisemodels/ROC/Model_Epsilon0.01.png differ
diff --git a/logs/RandomNoisemodels/ROC/Model_Epsilon0.03.png b/logs/RandomNoisemodels/ROC/Model_Epsilon0.03.png
new file mode 100644
index 0000000000000000000000000000000000000000..8dff13af66953598a2d21b3d27a4d1d8e3514dc0
Binary files /dev/null and b/logs/RandomNoisemodels/ROC/Model_Epsilon0.03.png differ
diff --git a/logs/RandomNoisemodels/acc/0.001.png b/logs/RandomNoisemodels/acc/0.001.png
new file mode 100644
index 0000000000000000000000000000000000000000..31b6a08b656e7a5585435c952dc37b38f5217074
Binary files /dev/null and b/logs/RandomNoisemodels/acc/0.001.png differ
diff --git a/logs/RandomNoisemodels/acc/0.003.png b/logs/RandomNoisemodels/acc/0.003.png
new file mode 100644
index 0000000000000000000000000000000000000000..f95e0e870aca54d0295d85d93f681b12ab8bbaa9
Binary files /dev/null and b/logs/RandomNoisemodels/acc/0.003.png differ
diff --git a/logs/RandomNoisemodels/acc/0.005.png b/logs/RandomNoisemodels/acc/0.005.png
new file mode 100644
index 0000000000000000000000000000000000000000..7f55449681251d873a4dabefbbc02bb53a258dfc
Binary files /dev/null and b/logs/RandomNoisemodels/acc/0.005.png differ
diff --git a/logs/RandomNoisemodels/acc/0.01.png b/logs/RandomNoisemodels/acc/0.01.png
new file mode 100644
index 0000000000000000000000000000000000000000..7a1925000d4e3c716ffb9de5db4da870a43da2b0
Binary files /dev/null and b/logs/RandomNoisemodels/acc/0.01.png differ
diff --git a/logs/RandomNoisemodels/acc/0.03.png b/logs/RandomNoisemodels/acc/0.03.png
new file mode 100644
index 0000000000000000000000000000000000000000..35ac4162e3b365f7bd5083bb67a8f0b0d8d5476e
Binary files /dev/null and b/logs/RandomNoisemodels/acc/0.03.png differ
diff --git a/logs/RandomNoisemodels/loss/0.001.png b/logs/RandomNoisemodels/loss/0.001.png
new file mode 100644
index 0000000000000000000000000000000000000000..d69eb552e42ff74203b9ba5d480d0c0594f37b8b
Binary files /dev/null and b/logs/RandomNoisemodels/loss/0.001.png differ
diff --git a/logs/RandomNoisemodels/loss/0.003.png b/logs/RandomNoisemodels/loss/0.003.png
new file mode 100644
index 0000000000000000000000000000000000000000..fa0cbf5121affcdbe697e213206bdec5d1808339
Binary files /dev/null and b/logs/RandomNoisemodels/loss/0.003.png differ
diff --git a/logs/RandomNoisemodels/loss/0.005.png b/logs/RandomNoisemodels/loss/0.005.png
new file mode 100644
index 0000000000000000000000000000000000000000..68b74ac54036628b26385c61eb91e8e744a0a33d
Binary files /dev/null and b/logs/RandomNoisemodels/loss/0.005.png differ
diff --git a/logs/RandomNoisemodels/loss/0.01.png b/logs/RandomNoisemodels/loss/0.01.png
new file mode 100644
index 0000000000000000000000000000000000000000..8331d293b95389528c89d2b7a541fcfb73bf3692
Binary files /dev/null and b/logs/RandomNoisemodels/loss/0.01.png differ
diff --git a/logs/RandomNoisemodels/loss/0.03.png b/logs/RandomNoisemodels/loss/0.03.png
new file mode 100644
index 0000000000000000000000000000000000000000..bdff9834dfc3106ea4a01a7732182904ba938e91
Binary files /dev/null and b/logs/RandomNoisemodels/loss/0.03.png differ
diff --git a/logs/RandomNoisemodels/performances/1.png b/logs/RandomNoisemodels/performances/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..25129addbb3fa854659a289ce06677ac14137367
Binary files /dev/null and b/logs/RandomNoisemodels/performances/1.png differ
diff --git a/logs/RandomNoisemodels/performances/2.png b/logs/RandomNoisemodels/performances/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..4d02825c6839cbe7b3595a7fa8c6addbf8168fa3
Binary files /dev/null and b/logs/RandomNoisemodels/performances/2.png differ
diff --git a/logs/RandomNoisemodels/performances/3.png b/logs/RandomNoisemodels/performances/3.png
new file mode 100644
index 0000000000000000000000000000000000000000..cac999a2a07e4d81b6982d955551ca18f80eab45
Binary files /dev/null and b/logs/RandomNoisemodels/performances/3.png differ
diff --git a/logs/RandomNoisemodels/performances/4.png b/logs/RandomNoisemodels/performances/4.png
new file mode 100644
index 0000000000000000000000000000000000000000..085a228bf765d90f4f450b95c0bcab0317a8979b
Binary files /dev/null and b/logs/RandomNoisemodels/performances/4.png differ
diff --git a/logs/RandomNoisemodels/performances/5.png b/logs/RandomNoisemodels/performances/5.png
new file mode 100644
index 0000000000000000000000000000000000000000..e462cbb92c8252dd533715a5621bafa0e516917a
Binary files /dev/null and b/logs/RandomNoisemodels/performances/5.png differ
diff --git a/logs/SNR_Experiments/Original.png b/logs/SNR_Experiments/Original.png
new file mode 100644
index 0000000000000000000000000000000000000000..72152d2e99567245c180eecca71f64d2d31e894d
Binary files /dev/null and b/logs/SNR_Experiments/Original.png differ
diff --git a/logs/SNR_Experiments/PertubatedImagesforDifferentSNR.png b/logs/SNR_Experiments/PertubatedImagesforDifferentSNR.png
new file mode 100644
index 0000000000000000000000000000000000000000..0ef6856fe46534a896ed0a62a5faaa71e9da7007
Binary files /dev/null and b/logs/SNR_Experiments/PertubatedImagesforDifferentSNR.png differ
diff --git a/logs/images/2.png b/logs/images/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..2f7635c5d47c4dc3612b8d8ac3ad73205e912b64
Binary files /dev/null and b/logs/images/2.png differ
diff --git a/logs/images/3.png b/logs/images/3.png
new file mode 100644
index 0000000000000000000000000000000000000000..ffd791385d2600b8c9f68427b43d4326ba4d50b2
Binary files /dev/null and b/logs/images/3.png differ
diff --git a/logs/images/CNN_SNR.png b/logs/images/CNN_SNR.png
new file mode 100644
index 0000000000000000000000000000000000000000..3906e9fceaf9e02321f248a21a15981733a3d64e
Binary files /dev/null and b/logs/images/CNN_SNR.png differ
diff --git a/logs/images/Fully_Connected.png b/logs/images/Fully_Connected.png
new file mode 100644
index 0000000000000000000000000000000000000000..dbde01b25b3ce9b91b6e55d51b3862a70abcd371
Binary files /dev/null and b/logs/images/Fully_Connected.png differ
diff --git a/logs/images/OriginalImage.png b/logs/images/OriginalImage.png
new file mode 100644
index 0000000000000000000000000000000000000000..72152d2e99567245c180eecca71f64d2d31e894d
Binary files /dev/null and b/logs/images/OriginalImage.png differ
diff --git a/logs/images/P_SNR.png b/logs/images/P_SNR.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f8a623bcd58550d002669051aa23a5e4329e638
Binary files /dev/null and b/logs/images/P_SNR.png differ
diff --git a/logs/images/PertubatedImagesforDifferentSNR.png b/logs/images/PertubatedImagesforDifferentSNR.png
new file mode 100644
index 0000000000000000000000000000000000000000..0ef6856fe46534a896ed0a62a5faaa71e9da7007
Binary files /dev/null and b/logs/images/PertubatedImagesforDifferentSNR.png differ
diff --git a/logs/images/SNR.png b/logs/images/SNR.png
new file mode 100644
index 0000000000000000000000000000000000000000..7d21a53115edd90adc1da9e9c41ff9271a6d9106
Binary files /dev/null and b/logs/images/SNR.png differ
diff --git a/logs/images/SNR_Parseval_ResNet.png b/logs/images/SNR_Parseval_ResNet.png
new file mode 100644
index 0000000000000000000000000000000000000000..67649faf53ae3152fb5a13277f92a9729e25af99
Binary files /dev/null and b/logs/images/SNR_Parseval_ResNet.png differ
diff --git a/logs/images/box_plot.png b/logs/images/box_plot.png
new file mode 100644
index 0000000000000000000000000000000000000000..11b20f96322e830975eb890071f8b7d5ba7e3b86
Binary files /dev/null and b/logs/images/box_plot.png differ
diff --git a/logs/images/pie_chart.png b/logs/images/pie_chart.png
new file mode 100644
index 0000000000000000000000000000000000000000..c5c7601f67711c31588bb9284109733160bab544
Binary files /dev/null and b/logs/images/pie_chart.png differ
diff --git a/logs/images/problem_setting.png b/logs/images/problem_setting.png
new file mode 100644
index 0000000000000000000000000000000000000000..b71c4c9c84c4fcbdd8cc0638051f50c4aa2fdee8
Binary files /dev/null and b/logs/images/problem_setting.png differ
diff --git a/logs/images/sgd_wieght.png b/logs/images/sgd_wieght.png
new file mode 100644
index 0000000000000000000000000000000000000000..70e554d8b8c874f435207f38547d7b71e3d51f2d
Binary files /dev/null and b/logs/images/sgd_wieght.png differ
diff --git a/logs/images/train/Parseval_acc.png b/logs/images/train/Parseval_acc.png
new file mode 100644
index 0000000000000000000000000000000000000000..0c600d452c5a95c9b88c845c76ee0135ec2d8ada
Binary files /dev/null and b/logs/images/train/Parseval_acc.png differ
diff --git a/logs/images/train/Parseval_loss.png b/logs/images/train/Parseval_loss.png
new file mode 100644
index 0000000000000000000000000000000000000000..75dc94f5fba9c4f55263b2890679d7676605378f
Binary files /dev/null and b/logs/images/train/Parseval_loss.png differ
diff --git a/logs/images/train/ResNet_Acc.png b/logs/images/train/ResNet_Acc.png
new file mode 100644
index 0000000000000000000000000000000000000000..59515367149710448e3bcd9cb43ca446a1154d13
Binary files /dev/null and b/logs/images/train/ResNet_Acc.png differ
diff --git a/logs/images/train/ResNet_Parseval_Acc.png b/logs/images/train/ResNet_Parseval_Acc.png
new file mode 100644
index 0000000000000000000000000000000000000000..b74c0dd7e74313b67b12f7d69f8093e11570c8db
Binary files /dev/null and b/logs/images/train/ResNet_Parseval_Acc.png differ
diff --git a/logs/images/train/ResNet_Parseval_loss.png b/logs/images/train/ResNet_Parseval_loss.png
new file mode 100644
index 0000000000000000000000000000000000000000..cecb6a58796f728fd7cf7957b2137a4e73008c9d
Binary files /dev/null and b/logs/images/train/ResNet_Parseval_loss.png differ
diff --git a/logs/images/train/ResNet_loss.png b/logs/images/train/ResNet_loss.png
new file mode 100644
index 0000000000000000000000000000000000000000..22ee4711593ce205c10d7c44cd82e72da15d7425
Binary files /dev/null and b/logs/images/train/ResNet_loss.png differ