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mrfnet.json
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mrfnet.json
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{
"layers": [
{
"_realType": "ConvoLayer",
"name": "C1",
"momentum": 0.9,
"weightDecay": 0.0005,
"windowSizeX": 5,
"windowSizeY": 5,
"strideX": 1,
"strideY": 1,
"padWidth": 0,
"padHeight": 0,
"inputDepth": 1,
"outputDepth": 32
},
{
"_realType": "MaxPoolLayer",
"name": "MP1",
"windowSizeX": 2,
"windowSizeY": 2
},
{
"_realType": "ConvoLayer",
"name": "C3",
"momentum": 0.9,
"weightDecay": 0.0005,
"windowSizeX": 4,
"windowSizeY": 4,
"strideX": 1,
"strideY": 1,
"inputDepth": 32,
"outputDepth": 64
},
{
"_realType": "MRFLayer",
"name": "MRF1",
"width": 3,
"height": 3,
"function": "abs"
},
{
"_realType": "LinearLayer",
"name": "L6",
"momentum": 0.9,
"weightDecay": 0.0005,
"numInputs": 576,
"numOutputs": 100
},
{
"_realType": "TanhNeuronLayer",
"name": "L6-NL"
},
{
"_realType": "LinearLayer",
"name": "L7",
"momentum": 0.9,
"weightDecay": 0.0005,
"numInputs": 100,
"numOutputs": 10
},
{
"_realType": "SoftmaxLayer",
"name": "soft"
}
],
"cost": {
"_realType": "LogLossCost"
}
}