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train.txt
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Training results
+------------------+---------+------------------------+--------+-------+-------+
| models | dataset | transform | epochs | train | test |
+==================+=========+========================+========+=======+=======+
| AllConvolutional | mnist | Affine(r=NR,s=NS,t=NT) | 30 | 0.997 | 0.990 |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | mnist | Affine(r=NR,s=NS,t=UT( | 106 | 0.996 | 0.993 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | mnist | Affine(r=NR,s=US(0.5-1 | 106 | 0.995 | 0.990 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | mnist | Affine(r=UR(360,25),s= | 106 | 0.969 | 0.967 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | mnist | Affine(r=UR(360,8),s=U | 205 | 0.952 | 0.956 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | cifar10 | Affine(r=NR,s=NS,t=NT) | 40 | 0.984 | 0.781 |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | cifar10 | Affine(r=NR,s=NS,t=UT( | 141 | 0.969 | 0.852 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | cifar10 | Affine(r=NR,s=US(0.5-1 | 141 | 0.953 | 0.845 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | cifar10 | Affine(r=UR(360,25),s= | 141 | 0.843 | 0.787 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| AllConvolutional | cifar10 | Affine(r=UR(360,8),s=U | 273 | 0.770 | 0.751 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=NR,s=NS,t=UT( | 141 | 0.984 | 0.861 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=NR,s=US(0.5-1 | 141 | 0.985 | 0.822 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=UR(360,25),s= | 141 | 0.953 | 0.804 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=UR(360,8),s=U | 273 | 0.869 | 0.802 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=NR,s=NS,t=UT( | 24 | 0.992 | 0.990 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=NR,s=US(0.5-1 | 24 | 0.994 | 0.991 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=UR(360,25),s= | 24 | 0.985 | 0.981 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=UR(360,8),s=U | 47 | 0.970 | 0.970 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=NR,s=NS,t=NT) | 40 | 0.994 | 0.831 |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=NR,s=NS,t=UT( | 141 | 0.993 | 0.889 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=NR,s=US(0.5-1 | 141 | 0.991 | 0.876 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=UR(360,25),s= | 141 | 0.984 | 0.854 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | cifar10 | Affine(r=UR(360,8),s=U | 273 | 0.936 | 0.843 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=NR,s=NS,t=NT) | 7 | 0.997 | 0.991 |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=NR,s=NS,t=UT( | 24 | 0.995 | 0.991 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=NR,s=US(0.5-1 | 24 | 0.996 | 0.993 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=UR(360,25),s= | 24 | 0.988 | 0.983 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| ResNet | mnist | Affine(r=UR(360,8),s=U | 47 | 0.976 | 0.973 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=NT) | 25 | 0.985 | 0.765 |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.994 | 0.788 |
| | | 0.0,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.990 | 0.817 |
| | | 0.049999999999999996,3 | | | |
| | | )) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.985 | 0.852 |
| | | 0.09999999999999999,3) | | | |
| | | ) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.984 | 0.862 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.977 | 0.848 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.985 | 0.858 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.982 | 0.852 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.979 | 0.850 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.983 | 0.857 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.980 | 0.854 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.986 | 0.861 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.981 | 0.853 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.980 | 0.812 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.978 | 0.811 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.980 | 0.816 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.984 | 0.816 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.981 | 0.814 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.981 | 0.817 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.983 | 0.821 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.981 | 0.814 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.979 | 0.810 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.666 | 88 | 0.988 | 0.819 |
| | | 6666666666666-1.166666 | | | |
| | | 6666666667,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.833 | 88 | 0.991 | 0.802 |
| | | 3333333333333-1.083333 | | | |
| | | 3333333333,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(1.0-1 | 70 | 0.993 | 0.783 |
| | | .0,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(0.0,25),s= | 88 | 0.994 | 0.784 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(120.0,25), | 88 | 0.954 | 0.789 |
| | | s=NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(240.0,25), | 88 | 0.941 | 0.786 |
| | | s=NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.939 | 0.789 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.939 | 0.791 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.943 | 0.794 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.943 | 0.790 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.943 | 0.794 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.944 | 0.792 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.942 | 0.794 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.946 | 0.793 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.940 | 0.788 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,8),s=U | 171 | 0.833 | 0.775 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360.0,25), | 88 | 0.940 | 0.784 |
| | | s=NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.990 | 0.864 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.990 | 0.829 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.967 | 0.793 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.990 | 0.857 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.986 | 0.815 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.944 | 0.769 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.759 | 0.723 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.793 | 0.749 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.629 | 0.612 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.985 | 0.843 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.964 | 0.803 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.914 | 0.772 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.938 | 0.796 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.945 | 0.786 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.885 | 0.757 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=NT) | 25 | 0.997 | 0.828 |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=NS,t=UT( | 88 | 0.994 | 0.882 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=NR,s=US(0.5-1 | 88 | 0.991 | 0.846 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,25),s= | 88 | 0.970 | 0.809 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | cifar10 | Affine(r=UR(360,8),s=U | 171 | 0.869 | 0.790 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.990 | 0.989 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.992 | 0.988 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.977 | 0.973 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=NT) | 5 | 0.993 | 0.989 |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.997 | 0.991 |
| | | 0.0,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.995 | 0.992 |
| | | 0.049999999999999996,3 | | | |
| | | )) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.994 | 0.989 |
| | | 0.09999999999999999,3) | | | |
| | | ) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.992 | 0.990 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.990 | 0.989 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.992 | 0.991 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.991 | 0.990 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.991 | 0.989 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.992 | 0.989 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.992 | 0.988 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.991 | 0.989 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.991 | 0.990 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.993 | 0.991 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.991 | 0.988 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.989 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.993 | 0.988 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.990 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.993 | 0.988 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.993 | 0.989 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.991 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.990 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.666 | 17 | 0.996 | 0.991 |
| | | 6666666666666-1.166666 | | | |
| | | 6666666667,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.833 | 17 | 0.996 | 0.989 |
| | | 3333333333333-1.083333 | | | |
| | | 3333333333,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(1.0-1 | 14 | 0.997 | 0.990 |
| | | .0,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(0.0,25),s= | 17 | 0.996 | 0.991 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(120.0,25), | 17 | 0.981 | 0.978 |
| | | s=NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(240.0,25), | 17 | 0.978 | 0.976 |
| | | s=NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.978 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.980 | 0.975 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.982 | 0.979 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.980 | 0.977 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.979 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.978 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.977 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.978 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.982 | 0.979 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,8),s=U | 34 | 0.945 | 0.950 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360.0,25), | 17 | 0.976 | 0.974 |
| | | s=NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.992 | 0.991 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.991 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.979 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.992 | 0.990 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.991 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.980 | 0.977 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.967 | 0.969 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.980 | 0.979 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.918 | 0.917 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.985 | 0.986 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.990 | 0.989 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.966 | 0.964 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.994 | 0.991 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.989 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.980 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.992 | 0.988 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.994 | 0.991 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.981 | 0.978 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=NT) | 5 | 0.993 | 0.988 |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=NS,t=UT( | 17 | 0.996 | 0.992 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=NR,s=US(0.5-1 | 17 | 0.995 | 0.991 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,25),s= | 17 | 0.982 | 0.980 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| SimpleConv | mnist | Affine(r=UR(360,8),s=U | 34 | 0.959 | 0.960 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | mnist | Affine(r=NR,s=NS,t=UT( | 35 | 0.988 | 0.988 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | mnist | Affine(r=NR,s=US(0.5-1 | 35 | 0.990 | 0.987 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | mnist | Affine(r=UR(360,25),s= | 35 | 0.960 | 0.961 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | mnist | Affine(r=UR(360,8),s=U | 68 | 0.905 | 0.907 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | mnist | Affine(r=NR,s=NS,t=NT) | 10 | 0.990 | 0.983 |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | mnist | Affine(r=NR,s=NS,t=UT( | 35 | 0.997 | 0.992 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | mnist | Affine(r=NR,s=US(0.5-1 | 35 | 0.996 | 0.993 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | mnist | Affine(r=UR(360,25),s= | 35 | 0.989 | 0.985 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | mnist | Affine(r=UR(360,8),s=U | 68 | 0.961 | 0.961 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | cifar10 | Affine(r=NR,s=NS,t=UT( | 106 | 0.991 | 0.831 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | cifar10 | Affine(r=NR,s=US(0.5-1 | 106 | 0.991 | 0.803 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | cifar10 | Affine(r=UR(360,25),s= | 106 | 0.971 | 0.737 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16D | cifar10 | Affine(r=UR(360,8),s=U | 205 | 0.928 | 0.740 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | cifar10 | Affine(r=NR,s=NS,t=NT) | 30 | 0.991 | 0.824 |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | cifar10 | Affine(r=NR,s=NS,t=UT( | 106 | 0.993 | 0.871 |
| | | 0.15,3)) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | cifar10 | Affine(r=NR,s=US(0.5-1 | 106 | 0.994 | 0.852 |
| | | .25,4),t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | cifar10 | Affine(r=UR(360,25),s= | 106 | 0.977 | 0.812 |
| | | NS,t=NT) | | | |
+------------------+---------+------------------------+--------+-------+-------+
| VGG16DBN | cifar10 | Affine(r=UR(360,8),s=U | 205 | 0.922 | 0.819 |
| | | S(0.5-1.25,1),t=UT(0.1 | | | |
| | | 5,1)) | | | |
+------------------+---------+------------------------+--------+-------+-------+