模型::add SRCNN and Waifu2X

Kernel/init.m

@@ -1 +1,8 @@
-Get["WaifuSR`WaifuSR`"]; 
+If[$CharacterEncoding =!= "UTF-8",
+	$CharacterEncoding = "UTF-8";
+	Echo[Style["$CharacterEncoding has been changed to UTF-8 to avoid problems.", Red], "Warning: \n"];
+	st = OpenAppend[FindFile["init.m"]];
+	WriteString[st, "$CharacterEncoding=\"UTF-8\";"];
+	Close[st];
+];
+Get["WaifuSR`WaifuSR`"];

Training/SRCNN/Readme.md

@@ -0,0 +1,38 @@
+
+
+
+## SRCNN
+
+```
+net = NetChain[{
+	ResizeLayer[{Scaled[2], Scaled[2]}]
+	ConvolutionLayer[32, {3, 3}], ElementwiseLayer[Ramp],
+	ConvolutionLayer[32, {3, 3}], ElementwiseLayer[Ramp],
+	ConvolutionLayer[3, {3, 3}]
+},
+	"Input" -> {3, Automatic, Automatic},
+	"Output" -> NetDecoder["Image"]
+] // NetInitialize
+```
+
+
+## VGG-SR
+
+SRCNN 的变种, Waifu2X 作者所选择的网络
+
+```
+leakyReLU[alpha_] := ElementwiseLayer[Ramp[#] - alpha * Ramp[-#]&]
+chain = NetChain[{
+	ResizeLayer[{256 + 14, 256 + 14}],
+	ConvolutionLayer[32, {3, 3}], leakyReLU[0.1],
+	ConvolutionLayer[32, {3, 3}], leakyReLU[0.1],
+	ConvolutionLayer[64, {3, 3}], leakyReLU[0.1],
+	ConvolutionLayer[64, {3, 3}], leakyReLU[0.1],
+	ConvolutionLayer[128, {3, 3}], leakyReLU[0.1],
+	ConvolutionLayer[128, {3, 3}], leakyReLU[0.1],
+	ConvolutionLayer[3, {3, 3}]
+},
+	"Input" -> NetEncoder[{"Image", 32}],
+	"Output" -> NetDecoder["Image"]
+] // NetInitialize
+``