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diff --git a/Heatmap.py b/Heatmap.py
new file mode 100644
index 0000000..4c8a88e
--- /dev/null
+++ b/Heatmap.py
@@ -0,0 +1,132 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+
+import numpy as np
+import matplotlib
+import matplotlib.pyplot as plt
+
+def heatmap(data, row_labels, col_labels, ax=None,
+            cbar_kw={}, cbarlabel="", **kwargs):
+    """
+    Create a heatmap from a numpy array and two lists of labels.
+
+    Parameters
+    ----------
+    data
+        A 2D numpy array of shape (N, M).
+    row_labels
+        A list or array of length N with the labels for the rows.
+    col_labels
+        A list or array of length M with the labels for the columns.
+    ax
+        A `matplotlib.axes.Axes` instance to which the heatmap is plotted.  If
+        not provided, use current axes or create a new one.  Optional.
+    cbar_kw
+        A dictionary with arguments to `matplotlib.Figure.colorbar`.  Optional.
+    cbarlabel
+        The label for the colorbar.  Optional.
+    **kwargs
+        All other arguments are forwarded to `imshow`.
+    """
+
+    if not ax:
+        ax = plt.gca()
+
+    # Plot the heatmap
+    im = ax.imshow(data, **kwargs)
+
+    # Create colorbar
+    cbar = ax.figure.colorbar(im, ax=ax, **cbar_kw)
+    cbar.ax.set_ylabel(cbarlabel, rotation=-90, va="bottom")
+
+    # We want to show all ticks...
+    ax.set_xticks(np.arange(data.shape[1]))
+    ax.set_yticks(np.arange(data.shape[0]))
+    # ... and label them with the respective list entries.
+    ax.set_xticklabels(col_labels)
+    ax.set_yticklabels(row_labels)
+    
+    
+
+    # Let the horizontal axes labeling appear on top.
+    ax.tick_params(top=False, bottom=True,
+                   labeltop=False, labelbottom=True)
+
+    # Rotate the tick labels and set their alignment.
+    plt.setp(ax.get_xticklabels(), rotation=90, ha="right",
+             rotation_mode="anchor")
+
+    # Turn spines off and create white grid.
+    for edge, spine in ax.spines.items():
+        spine.set_visible(False)
+
+    ax.set_xticks(np.arange(data.shape[1]+1)-.5, minor=True)
+    ax.set_yticks(np.arange(data.shape[0]+1)-.5, minor=True)
+    ax.grid(which="minor", color="w", linestyle='-', linewidth=1)
+    ax.tick_params(which="minor", bottom=False, left=False)
+
+    return im, cbar
+
+
+def annotate_heatmap(im, data=None, valfmt="{x:.2f}",
+                     textcolors=["black", "white"],
+                     threshold=None, **textkw):
+    """
+    A function to annotate a heatmap.
+
+    Parameters
+    ----------
+    im
+        The AxesImage to be labeled.
+    data
+        Data used to annotate.  If None, the image's data is used.  Optional.
+    valfmt
+        The format of the annotations inside the heatmap.  This should either
+        use the string format method, e.g. "$ {x:.2f}", or be a
+        `matplotlib.ticker.Formatter`.  Optional.
+    textcolors
+        A list or array of two color specifications.  The first is used for
+        values below a threshold, the second for those above.  Optional.
+    threshold
+        Value in data units according to which the colors from textcolors are
+        applied.  If None (the default) uses the middle of the colormap as
+        separation.  Optional.
+    **kwargs
+        All other arguments are forwarded to each call to `text` used to create
+        the text labels.
+    """
+
+    if not isinstance(data, (list, np.ndarray)):
+        data = im.get_array()
+
+    # Normalize the threshold to the images color range.
+    if threshold is not None:
+        threshold = im.norm(threshold)
+    else:
+        threshold = im.norm(data.max())/2.
+
+    # Set default alignment to center, but allow it to be
+    # overwritten by textkw.
+    kw = dict(horizontalalignment="center",
+              verticalalignment="center")
+    kw.update(textkw)
+
+    # Get the formatter in case a string is supplied
+    if isinstance(valfmt, str):
+        valfmt = matplotlib.ticker.StrMethodFormatter(valfmt)
+
+    # Loop over the data and create a `Text` for each "pixel".
+    # Change the text's color depending on the data.
+    texts = []
+    for i in range(data.shape[0]):
+        for j in range(data.shape[1]):
+            kw.update(color=textcolors[int(im.norm(data[i, j]) > threshold)])
+            text = im.axes.text(j, i, valfmt(data[i, j], None), **kw)
+            texts.append(text)
+
+    return texts
\ No newline at end of file
diff --git a/Main ResNet18.py b/Main ResNet18.py
new file mode 100644
index 0000000..84b49ca
--- /dev/null
+++ b/Main ResNet18.py	
@@ -0,0 +1,197 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+
+import torchvision.transforms as transforms 
+import torchvision 
+import torch
+from torchsummary import summary
+import matplotlib.pyplot as plt
+import numpy as np
+from torch.optim.lr_scheduler import StepLR
+from mlxtend.plotting import plot_confusion_matrix
+import seaborn as sns
+from torchvision import datasets
+from Heatmap import heatmap , annotate_heatmap
+#torch.cuda.empty_cache()
+from torch import optim, cuda
+import os
+from PIL import Image
+import pandas as pd
+import torchvision.models as models
+from torch import nn
+from collections import OrderedDict
+# Whether to train on a gpu
+train_on_gpu = cuda.is_available()
+print(f'Train on gpu: {train_on_gpu}')
+from Utils import *
+
+classes = ('Balling',  'LoF', 'Nopores','Keyhole')
+
+#%%
+datadir = 'Stainless_steel_dataset/'
+traindir = datadir + 'Train/'
+testdir = datadir + 'Test/'
+
+#%%
+
+def get_lr(optimizer):
+    for param_group in optimizer.param_groups:
+        print('Learning rate =')
+        print(param_group['lr'])
+        return param_group['lr']
+
+
+
+        #To convert data from PIL to tensor
+    
+    
+transform = transforms.Compose([transforms.Resize((512,512)),
+                                transforms.ToTensor()])
+#transform = transforms.Compose([transforms.ToTensor()])
+
+trainload = datasets.ImageFolder(root=traindir, transform=transform)
+trainset = torch.utils.data.DataLoader(trainload, batch_size=40,
+                                          shuffle=True, num_workers=0)
+
+testload = datasets.ImageFolder(root=testdir, transform=transform)
+testset = torch.utils.data.DataLoader(testload, batch_size=40,
+                                         shuffle=True, num_workers=0)
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+#device = torch.device("cpu")
+print(device)
+
+
+net=torchvision.models.resnet18(pretrained=False)
+
+
+#print(net)
+#net.to(device)
+#summary(net, (3 ,224 ,224))
+
+fc = nn.Sequential(OrderedDict([
+    ('fc1', nn.Linear(512,100)),
+    ('relu', nn.ReLU()),
+    ('fc2', nn.Linear(100,4)),
+    ('output', nn.LogSoftmax(dim=1))
+    ]))
+
+net.fc = fc
+net.to(device)
+summary(net, (3 ,512 ,512))
+
+costFunc = torch.nn.CrossEntropyLoss()
+optimizer =  torch.optim.SGD(net.parameters(),lr=0.001,momentum=0.9)
+
+scheduler = StepLR(optimizer, step_size = 25, gamma= 0.5 )
+
+Loss_value =[]
+Iteration_count=1
+iteration=[]
+Epoch_count=0
+Total_Epoch =[]
+Accuracy=[]
+Learning_rate=[]
+
+for epoch in range(2):
+    learingrate_value = get_lr(optimizer)
+    Learning_rate.append(learingrate_value)
+    closs = 0
+    scheduler.step()
+    
+    for i,batch in enumerate(trainset,0):
+        data,output = batch
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        loss = costFunc(prediction,output)
+        
+        # print("loss",loss)
+        closs += loss
+        # print("closs",closs)
+        optimizer.zero_grad()
+        loss.backward()
+        optimizer.step()
+        Iteration_count = Iteration_count + i
+        iteration.append(Iteration_count)
+        
+        
+        
+        # closs = loss.item()
+        #print every 1000th time
+        if i%100 == 0:
+            print('[%d  %d] loss: %.4f'% (epoch+1,i+1,loss))
+            
+        
+        
+    loss_train = closs / i
+    
+    print('Loss on epoch: [%d] is %.4f'% (epoch+1,loss_train))
+    Loss_value.append(loss_train)
+    
+    
+    correctHits=0
+    total=0
+    
+    for batches in testset:
+        data,output = batches
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+        prediction = torch.argmax(prediction, dim=1)
+        total += output.size(0)
+        correctHits += (prediction==output).sum().item()
+        
+    
+    Epoch_accuracy = (correctHits/total)*100
+    Accuracy.append(Epoch_accuracy)
+    print('Accuracy on epoch ',epoch+1,'= ',str((correctHits/total)*100))
+    
+    Epoch_count = epoch+1
+    Total_Epoch.append (Epoch_count)
+
+
+
+y_pred = []
+y_true = []
+correctHits=0
+total=0
+for batches in testset:
+    data,output = batches
+    data,output = data.to(device),output.to(device)
+    prediction = net(data)
+    # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+    prediction = torch.argmax(prediction, dim=1)
+    
+    total += output.size(0)
+    correctHits += (prediction==output).sum().item()
+    
+    prediction=prediction.data.cpu().numpy()
+    output=output.data.cpu().numpy()
+    y_true.extend(output) # Save Truth 
+    y_pred.extend(prediction)
+    
+print('Accuracy = '+str((correctHits/total)*100))
+
+print('Finished Training')
+PATH = './ResNet18-Pytorch.pth'
+torch.save(net.state_dict(), PATH)
+torch.save(net, PATH)
+#Trained_model = torch.load(PATH)
+
+
+
+#%%
+
+Loss_value= torch.stack(Loss_value)   
+Loss_value=Loss_value.cpu().detach().numpy()   
+    
+plots(iteration,Loss_value,Total_Epoch,Accuracy,Learning_rate,'ResNet18')
+count_parameters(net)
+
+plotname= 'ResNet18'+'_Stainless_steel'+'_confusion_matrix'+'.png'
+plot_confusion_matrix(y_true, y_pred,classes,plotname)
diff --git a/Main VGG16.py b/Main VGG16.py
new file mode 100644
index 0000000..f9e3f4f
--- /dev/null
+++ b/Main VGG16.py	
@@ -0,0 +1,191 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+
+import torchvision.transforms as transforms 
+import torchvision 
+import torch
+from torchsummary import summary
+import matplotlib.pyplot as plt
+import numpy as np
+from torch.optim.lr_scheduler import StepLR
+from mlxtend.plotting import plot_confusion_matrix
+import seaborn as sns
+from torchvision import datasets
+from Heatmap import heatmap , annotate_heatmap
+#torch.cuda.empty_cache()
+from torch import optim, cuda
+import os
+from PIL import Image
+import pandas as pd
+import torchvision.models as models
+from torch import nn
+from collections import OrderedDict
+from Utils import *
+# Whether to train on a gpu
+train_on_gpu = cuda.is_available()
+print(f'Train on gpu: {train_on_gpu}')
+
+classes = ('Balling',  'LoF', 'Nopores','Keyhole')
+
+#%%
+datadir = 'Stainless_steel_dataset/'
+traindir = datadir + 'Train/'
+testdir = datadir + 'Test/'
+
+#%%
+
+def get_lr(optimizer):
+    for param_group in optimizer.param_groups:
+        print('Learning rate =')
+        print(param_group['lr'])
+        return param_group['lr']
+
+ 
+transform = transforms.Compose([transforms.Resize((512,512)),
+                                transforms.ToTensor()])
+
+trainload = datasets.ImageFolder(root=traindir, transform=transform)
+trainset = torch.utils.data.DataLoader(trainload, batch_size=10,
+                                          shuffle=True, num_workers=0)
+
+testload = datasets.ImageFolder(root=testdir, transform=transform)
+testset = torch.utils.data.DataLoader(testload, batch_size=10,
+                                         shuffle=True, num_workers=0)
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+#device = torch.device("cpu")
+print(device)
+
+#%%
+vgg16 = models.vgg16_bn()
+
+for param in vgg16.features.parameters():
+    param.require_grad = False
+
+num_features = vgg16.classifier[6].in_features
+features = list(vgg16.classifier.children())[:-1] # Remove last layer
+features.extend([nn.Linear(num_features, len(classes))]) # Add our layer with 4 outputs
+vgg16.classifier = nn.Sequential(*features) # Replace the model classifier
+print(vgg16)
+
+#%%
+
+net= vgg16
+net.to(device)
+#summary(net, (3 ,512 ,512))
+
+costFunc = torch.nn.CrossEntropyLoss()
+optimizer =  torch.optim.SGD(net.parameters(),lr=0.001,momentum=0.9)
+
+scheduler = StepLR(optimizer, step_size = 25, gamma= 0.5 )
+
+Loss_value =[]
+Iteration_count=1
+iteration=[]
+Epoch_count=0
+Total_Epoch =[]
+Accuracy=[]
+Learning_rate=[]
+
+for epoch in range(2):
+    learingrate_value = get_lr(optimizer)
+    Learning_rate.append(learingrate_value)
+    closs = 0
+    scheduler.step()
+    
+    for i,batch in enumerate(trainset,0):
+        data,output = batch
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        loss = costFunc(prediction,output)
+        
+        # print("loss",loss)
+        closs += loss
+        # print("closs",closs)
+        optimizer.zero_grad()
+        loss.backward()
+        optimizer.step()
+        Iteration_count = Iteration_count + i
+        iteration.append(Iteration_count)
+        
+        
+        
+        # closs = loss.item()
+        #print every 1000th time
+        if i%100 == 0:
+            print('[%d  %d] loss: %.4f'% (epoch+1,i+1,loss))
+            
+        
+        
+    loss_train = closs / i
+    
+    print('Loss on epoch: [%d] is %.4f'% (epoch+1,loss_train))
+    Loss_value.append(loss_train)
+    
+    
+    correctHits=0
+    total=0
+    
+    for batches in testset:
+        data,output = batches
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+        prediction = torch.argmax(prediction, dim=1)
+        total += output.size(0)
+        correctHits += (prediction==output).sum().item()
+        
+    
+    Epoch_accuracy = (correctHits/total)*100
+    Accuracy.append(Epoch_accuracy)
+    print('Accuracy on epoch ',epoch+1,'= ',str((correctHits/total)*100))
+    
+    Epoch_count = epoch+1
+    Total_Epoch.append (Epoch_count)
+
+
+
+y_pred = []
+y_true = []
+correctHits=0
+total=0
+for batches in testset:
+    data,output = batches
+    data,output = data.to(device),output.to(device)
+    prediction = net(data)
+    # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+    prediction = torch.argmax(prediction, dim=1)
+    
+    total += output.size(0)
+    correctHits += (prediction==output).sum().item()
+    
+    prediction=prediction.data.cpu().numpy()
+    output=output.data.cpu().numpy()
+    y_true.extend(output) # Save Truth 
+    y_pred.extend(prediction)
+    
+print('Accuracy = '+str((correctHits/total)*100))
+
+print('Finished Training')
+PATH = './VGG16-Pytorch.pth'
+torch.save(net.state_dict(), PATH)
+torch.save(net, PATH)
+
+
+
+#%%
+
+Loss_value= torch.stack(Loss_value)   
+Loss_value=Loss_value.cpu().detach().numpy()   
+
+
+plots(iteration,Loss_value,Total_Epoch,Accuracy,Learning_rate,'VGG16')
+count_parameters(net)
+
+plotname= 'VGG16'+'_Stainless_steel'+'_confusion_matrix'+'.png'
+plot_confusion_matrix(y_true, y_pred,classes,plotname)
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--- /dev/null
+++ b/Transfer_Learning_ResNet18.py
@@ -0,0 +1,208 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+
+import torchvision.transforms as transforms 
+import torchvision 
+import torch
+from torchsummary import summary
+import matplotlib.pyplot as plt
+import numpy as np
+from torch.optim.lr_scheduler import StepLR
+from mlxtend.plotting import plot_confusion_matrix
+import seaborn as sns
+from torchvision import datasets
+from Heatmap import heatmap , annotate_heatmap
+#torch.cuda.empty_cache()
+from torch import optim, cuda
+import os
+from PIL import Image
+import pandas as pd
+import torchvision.models as models
+from torch import nn
+from collections import OrderedDict
+# Whether to train on a gpu
+train_on_gpu = cuda.is_available()
+print(f'Train on gpu: {train_on_gpu}')
+from Utils import *
+#%%
+PATH = './ResNet18-Pytorch.pth'
+Trained_model = torch.load(PATH)
+
+datadir = 'Bronze_dataset/'
+traindir = datadir + 'Train/'
+testdir = datadir + 'Test/'
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+print(device)
+Trained_model.to(device)
+summary(Trained_model, (3 ,32 ,32))
+
+#%%
+classes = ('Balling',  'LoF', 'Nopores','Keyhole')
+for name, child in Trained_model.named_children():
+    for name2, params in child.named_parameters():
+        print(name, name2)
+        
+#%%
+        
+ct = 0
+for name, child in Trained_model.named_children():
+    ct += 1
+    if ct < 8:
+        for name2, params in child.named_parameters():
+            #print(name2, params)
+            params.requires_grad = False
+
+#%%
+            
+Trained_model.to(device)
+summary(Trained_model, (3 ,32 ,32))
+
+
+#%%
+
+def get_lr(optimizer):
+    for param_group in optimizer.param_groups:
+        print('Learning rate =')
+        print(param_group['lr'])
+        return param_group['lr']
+
+
+
+    
+    
+transform = transforms.Compose([transforms.Resize((512,512)),
+                                transforms.ToTensor()])
+#transform = transforms.Compose([transforms.ToTensor()])
+
+trainload = datasets.ImageFolder(root=traindir, transform=transform)
+trainset = torch.utils.data.DataLoader(trainload, batch_size=40,
+                                          shuffle=True, num_workers=0)
+
+testload = datasets.ImageFolder(root=testdir, transform=transform)
+testset = torch.utils.data.DataLoader(testload, batch_size=40,
+                                         shuffle=True, num_workers=0)
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+#device = torch.device("cpu")
+print(device)
+
+
+net=Trained_model
+    
+    
+net.to(device)
+
+costFunc = torch.nn.CrossEntropyLoss()
+optimizer =  torch.optim.SGD(net.parameters(),lr=0.001,momentum=0.9)
+
+scheduler = StepLR(optimizer, step_size = 25, gamma= 0.5 )
+
+Loss_value =[]
+Iteration_count=1
+iteration=[]
+Epoch_count=0
+Total_Epoch =[]
+Accuracy=[]
+Learning_rate=[]
+
+for epoch in range(2):
+    learingrate_value = get_lr(optimizer)
+    Learning_rate.append(learingrate_value)
+    closs = 0
+    scheduler.step()
+    
+    for i,batch in enumerate(trainset,0):
+        data,output = batch
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        loss = costFunc(prediction,output)
+        
+        # print("loss",loss)
+        closs += loss
+        # print("closs",closs)
+        optimizer.zero_grad()
+        loss.backward()
+        optimizer.step()
+        Iteration_count = Iteration_count + i
+        iteration.append(Iteration_count)
+        
+        
+        
+        # closs = loss.item()
+        #print every 1000th time
+        if i%100 == 0:
+            print('[%d  %d] loss: %.4f'% (epoch+1,i+1,loss))
+            
+        
+        
+    loss_train = closs / i
+    
+    print('Loss on epoch: [%d] is %.4f'% (epoch+1,loss_train))
+    Loss_value.append(loss_train)
+    
+    
+    correctHits=0
+    total=0
+    
+    for batches in testset:
+        data,output = batches
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+        prediction = torch.argmax(prediction, dim=1)
+        total += output.size(0)
+        correctHits += (prediction==output).sum().item()
+        
+    
+    Epoch_accuracy = (correctHits/total)*100
+    Accuracy.append(Epoch_accuracy)
+    print('Accuracy on epoch ',epoch+1,'= ',str((correctHits/total)*100))
+    
+    Epoch_count = epoch+1
+    Total_Epoch.append (Epoch_count)
+
+
+
+y_pred = []
+y_true = []
+correctHits=0
+total=0
+for batches in testset:
+    data,output = batches
+    data,output = data.to(device),output.to(device)
+    prediction = net(data)
+    # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+    prediction = torch.argmax(prediction, dim=1)
+    
+    total += output.size(0)
+    correctHits += (prediction==output).sum().item()
+    
+    prediction=prediction.data.cpu().numpy()
+    output=output.data.cpu().numpy()
+    y_true.extend(output) # Save Truth 
+    y_pred.extend(prediction)
+    
+print('Accuracy = '+str((correctHits/total)*100))
+
+print('Finished Training')
+PATH = './ResNet18_Transfer_Bronze-Pytorch.pth'
+torch.save(net.state_dict(), PATH)
+torch.save(net, PATH)
+    #Trained_model = torch.load(PATH)
+#%%
+
+
+Loss_value= torch.stack(Loss_value)   
+Loss_value=Loss_value.cpu().detach().numpy()     
+
+plots(iteration,Loss_value,Total_Epoch,Accuracy,Learning_rate,'ResNet18_Transfer_Inconel')
+count_parameters(net)
+
+plotname= 'ResNet18'+'_Transfer_Bronze'+'_confusion_matrix'+'.png'
+plot_confusion_matrix(y_true, y_pred,classes,plotname)  
diff --git a/Transfer_Learning_VGG16.py b/Transfer_Learning_VGG16.py
new file mode 100644
index 0000000..b7f0b05
--- /dev/null
+++ b/Transfer_Learning_VGG16.py
@@ -0,0 +1,199 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+import torchvision.transforms as transforms 
+import torchvision 
+import torch
+from torchsummary import summary
+import matplotlib.pyplot as plt
+import numpy as np
+from torch.optim.lr_scheduler import StepLR
+from mlxtend.plotting import plot_confusion_matrix
+import seaborn as sns
+from torchvision import datasets
+from Heatmap import heatmap , annotate_heatmap
+#torch.cuda.empty_cache()
+from torch import optim, cuda
+import os
+from PIL import Image
+import pandas as pd
+import torchvision.models as models
+from torch import nn
+from collections import OrderedDict
+# Whether to train on a gpu
+train_on_gpu = cuda.is_available()
+print(f'Train on gpu: {train_on_gpu}')
+from Utils import *
+#%%
+
+classes = ('Balling',  'LoF', 'Nopores','Keyhole')
+
+PATH = './VGG16-Pytorch.pth'
+Trained_model = torch.load(PATH)
+print(Trained_model)
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+print(device)
+
+datadir = 'Bronze_dataset/'
+traindir = datadir + 'Train/'
+testdir = datadir + 'Test/'
+
+#%%
+for name, child in Trained_model.named_children():
+    
+    if name == 'classifier':
+        for name2, params in child.named_parameters():
+        
+            print(name,name2)
+            params.requires_grad = True
+    else:
+        for name2, params in child.named_parameters():
+            params.requires_grad = False
+        
+Trained_model.to(device)
+summary(Trained_model, (3 ,32 ,32))   
+
+#%%         
+
+
+def get_lr(optimizer):
+    for param_group in optimizer.param_groups:
+        print('Learning rate =')
+        print(param_group['lr'])
+        return param_group['lr']
+
+    
+    
+transform = transforms.Compose([transforms.Resize((512,512)),
+                                transforms.ToTensor()])
+#transform = transforms.Compose([transforms.ToTensor()])
+
+trainload = datasets.ImageFolder(root=traindir, transform=transform)
+trainset = torch.utils.data.DataLoader(trainload, batch_size=10,
+                                          shuffle=True, num_workers=0)
+
+testload = datasets.ImageFolder(root=testdir, transform=transform)
+testset = torch.utils.data.DataLoader(testload, batch_size=10,
+                                          shuffle=True, num_workers=0)
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+#device = torch.device("cpu")
+print(device)
+
+
+net= Trained_model
+net.to(device)
+
+
+costFunc = torch.nn.CrossEntropyLoss()
+optimizer =  torch.optim.SGD(net.parameters(),lr=0.001,momentum=0.9)
+
+scheduler = StepLR(optimizer, step_size = 25, gamma= 0.5 )
+
+Loss_value =[]
+Iteration_count=1
+iteration=[]
+Epoch_count=0
+Total_Epoch =[]
+Accuracy=[]
+Learning_rate=[]
+
+for epoch in range(2):
+    learingrate_value = get_lr(optimizer)
+    Learning_rate.append(learingrate_value)
+    closs = 0
+    scheduler.step()
+    
+    for i,batch in enumerate(trainset,0):
+        data,output = batch
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        loss = costFunc(prediction,output)
+        
+        # print("loss",loss)
+        closs += loss
+        # print("closs",closs)
+        optimizer.zero_grad()
+        loss.backward()
+        optimizer.step()
+        Iteration_count = Iteration_count + i
+        iteration.append(Iteration_count)
+        
+        
+        
+        # closs = loss.item()
+        #print every 1000th time
+        if i%100 == 0:
+            print('[%d  %d] loss: %.4f'% (epoch+1,i+1,loss))
+            
+        
+        
+    loss_train = closs / i
+    
+    print('Loss on epoch: [%d] is %.4f'% (epoch+1,loss_train))
+    Loss_value.append(loss_train)
+    
+    
+    correctHits=0
+    total=0
+    
+    for batches in testset:
+        data,output = batches
+        data,output = data.to(device),output.to(device)
+        prediction = net(data)
+        # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+        prediction = torch.argmax(prediction, dim=1)
+        total += output.size(0)
+        correctHits += (prediction==output).sum().item()
+        
+    
+    Epoch_accuracy = (correctHits/total)*100
+    Accuracy.append(Epoch_accuracy)
+    print('Accuracy on epoch ',epoch+1,'= ',str((correctHits/total)*100))
+    
+    Epoch_count = epoch+1
+    Total_Epoch.append (Epoch_count)
+
+
+
+y_pred = []
+y_true = []
+correctHits=0
+total=0
+for batches in testset:
+    data,output = batches
+    data,output = data.to(device),output.to(device)
+    prediction = net(data)
+    # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+    prediction = torch.argmax(prediction, dim=1)
+    
+    total += output.size(0)
+    correctHits += (prediction==output).sum().item()
+    
+    prediction=prediction.data.cpu().numpy()
+    output=output.data.cpu().numpy()
+    y_true.extend(output) # Save Truth 
+    y_pred.extend(prediction)
+    
+print('Accuracy = '+str((correctHits/total)*100))
+
+print('Finished Training')
+PATH = './VGG16Bronze-Pytorch.pth'
+torch.save(net.state_dict(), PATH)
+torch.save(net, PATH)
+    #Trained_model = torch.load(PATH)
+#%%
+
+
+Loss_value= torch.stack(Loss_value)   
+Loss_value=Loss_value.cpu().detach().numpy()      
+
+plots(iteration,Loss_value,Total_Epoch,Accuracy,Learning_rate,'VGG16_Transfer_Bronze')
+count_parameters(net)
+
+plotname= 'VGG16'+'_Transfer_Bronze'+'_confusion_matrix'+'.png'
+plot_confusion_matrix(y_true, y_pred,classes,plotname)  
diff --git a/Utils.py b/Utils.py
new file mode 100644
index 0000000..f77d951
--- /dev/null
+++ b/Utils.py
@@ -0,0 +1,95 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+import numpy as np
+import matplotlib
+import matplotlib.pyplot as plt
+import torch
+from prettytable import PrettyTable
+from sklearn.metrics import confusion_matrix
+import seaborn as sns
+import pandas as pd
+
+#%%
+
+def plot_confusion_matrix(y_true, y_pred,classes,plotname):
+            
+    # Build confusion matrix
+    cm = confusion_matrix(y_true, y_pred)
+    # Normalise
+    cmn = cm.astype('float')  / cm.sum(axis=1)[:, np.newaxis]
+    cmn=cmn*100
+    
+    fig, ax = plt.subplots(figsize=(12,9))
+    sns.set(font_scale=3) 
+    b=sns.heatmap(cmn, annot=True, fmt='.1f', xticklabels=classes, yticklabels=classes,cmap="coolwarm",linewidths=0.1,annot_kws={"size": 25},cbar_kws={'label': 'Classification Accuracy %'})
+    for b in ax.texts: b.set_text(b.get_text() + " %")
+    plt.ylabel('Actual',fontsize=25)
+    plt.xlabel('Predicted',fontsize=25)
+    plt.margins(0.2)
+    ax.set_yticklabels(ax.get_yticklabels(), rotation=90, va="center", fontsize= 20)
+    ax.set_xticklabels(ax.get_xticklabels(), va="center",fontsize= 20)
+    # plt.setp(ax.get_yticklabels(), rotation='vertical')
+    plotname=str(plotname)
+    plt.savefig(plotname,bbox_inches='tight',dpi=100)
+    plt.show()
+    plt.clf()
+
+#%%
+
+# def plots(iteration,Loss_value,Total_Epoch,Accuracy,Learning_rate,Training_loss_mean,Training_loss_std):
+def plots(iteration,Loss_value,Total_Epoch,Accuracy,Learning_rate,model_name):    
+    
+    Accuracyfile = str(model_name)+'_Accuracy'+'.npy'
+    Lossfile = str(model_name)+'_Loss_value'+'.npy'
+
+    np.save(Accuracyfile,Accuracy,allow_pickle=True)
+    np.save(Lossfile,Loss_value, allow_pickle=True)
+    
+    
+    fig, ax = plt.subplots()
+    plt.plot(Loss_value,'r',linewidth =2.0)
+    # ax.fill_between(Loss_value, Training_loss_mean - Training_loss_std, Training_loss_mean + Training_loss_std, alpha=0.9)
+    plt.title('Iteration vs Loss_Value')
+    plt.xlabel('Iteration')
+    plt.ylabel('Loss_Value')
+    plot_1=  str(model_name)+'_Loss_value_'+ '.png'
+    plt.savefig(plot_1, dpi=600,bbox_inches='tight')
+    plt.show()
+    plt.clf()
+    
+    plt.figure(2)
+    plt.plot(Total_Epoch,Accuracy,'g',linewidth =2.0)
+    plt.title('Total_Epoch vs Accuracy')
+    plt.xlabel('Epochs')
+    plt.ylabel('Accuracy')
+    plot_2=  str(model_name)+'_Accuracy_'+'.png'
+    plt.savefig(plot_2, dpi=600,bbox_inches='tight')
+    plt.show()
+    
+    plt.figure(3)
+    plt.plot(Total_Epoch,Learning_rate,'b',linewidth =2.0)
+    plt.title('Total_Epoch vs Learning_Rate')
+    plt.xlabel('Epochs')
+    plt.ylabel('Learning_Rate')
+    plot_3=  str(model_name)+'_Learning_rate_'+ '.png'
+    plt.savefig(plot_3, dpi=600,bbox_inches='tight')
+    plt.show()
+
+
+#%%
+def count_parameters(model):
+    table = PrettyTable(["Modules", "Parameters"])
+    total_params = 0
+    for name, parameter in model.named_parameters():
+        if not parameter.requires_grad: continue
+        param = parameter.numel()
+        table.add_row([name, param])
+        total_params+=param
+    print(table)
+    print(f"Total Trainable Params: {total_params}")
+    return total_params
\ No newline at end of file
diff --git a/Validation_ResNet18.py b/Validation_ResNet18.py
new file mode 100644
index 0000000..0e85e32
--- /dev/null
+++ b/Validation_ResNet18.py
@@ -0,0 +1,107 @@
+#https://missinglink.ai/guides/pytorch/pytorch-resnet-building-training-scaling-residual-networks-pytorch/
+#https://www.kaggle.com/gxkok21/resnet50-with-pytorch
+#https://www.kaggle.com/pintu161/transfer-learning-in-pytorch-using-resnet18
+
+import torchvision.transforms as transforms 
+import torchvision 
+import torch
+from torchsummary import summary
+import matplotlib.pyplot as plt
+import numpy as np
+from torch.optim.lr_scheduler import StepLR
+from mlxtend.plotting import plot_confusion_matrix
+import seaborn as sns
+from torchvision import datasets
+from Heatmap import heatmap , annotate_heatmap
+#torch.cuda.empty_cache()
+from torch import optim, cuda
+import os
+from PIL import Image
+import pandas as pd
+import torchvision.models as models
+from torch import nn
+from collections import OrderedDict
+# Whether to train on a gpu
+train_on_gpu = cuda.is_available()
+print(f'Train on gpu: {train_on_gpu}')
+from Utils import *
+#%%
+PATH = './ResNet18-Pytorch.pth'
+Trained_model = torch.load(PATH)
+
+datadir = 'Bronze_dataset/'
+traindir = datadir + 'Train/'
+testdir = datadir + 'Test/'
+
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+print(device)
+Trained_model.to(device)
+summary(Trained_model, (3 ,32 ,32))
+
+
+
+#%%
+
+def get_lr(optimizer):
+    for param_group in optimizer.param_groups:
+        print('Learning rate =')
+        print(param_group['lr'])
+        return param_group['lr']
+
+
+    
+transform = transforms.Compose([transforms.Resize((512,512)),
+                                transforms.ToTensor()])
+#transform = transforms.Compose([transforms.ToTensor()])
+
+trainload = datasets.ImageFolder(root=traindir, transform=transform)
+trainset = torch.utils.data.DataLoader(trainload, batch_size=40,
+                                          shuffle=True, num_workers=0)
+
+testload = datasets.ImageFolder(root=testdir, transform=transform)
+testset = torch.utils.data.DataLoader(testload, batch_size=40,
+                                         shuffle=True, num_workers=0)
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+#device = torch.device("cpu")
+print(device)
+
+
+net=Trained_model
+    
+    
+net.to(device)
+
+
+
+
+y_pred = []
+y_true = []
+correctHits=0
+total=0
+for batches in testset:
+    data,output = batches
+    data,output = data.to(device),output.to(device)
+    prediction = net(data)
+    # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+    prediction = torch.argmax(prediction, dim=1)
+    
+    total += output.size(0)
+    correctHits += (prediction==output).sum().item()
+    
+    prediction=prediction.data.cpu().numpy()
+    output=output.data.cpu().numpy()
+    y_true.extend(output) # Save Truth 
+    y_pred.extend(prediction)
+    
+print('Accuracy = '+str((correctHits/total)*100))
+
+#%%
+    
+classes = ('Balling',  'LoF', 'Nopores','Keyhole')
+
+count_parameters(net)
+
+plotname= 'ResNet18'+'_Cross_Bronze'+'_confusion_matrix'+'.png'
+plot_confusion_matrix(y_true, y_pred,classes,plotname)  
diff --git a/Validation_VGG16.py b/Validation_VGG16.py
new file mode 100644
index 0000000..d4fded8
--- /dev/null
+++ b/Validation_VGG16.py
@@ -0,0 +1,113 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+
+import torchvision.transforms as transforms 
+import torchvision 
+import torch
+from torchsummary import summary
+import matplotlib.pyplot as plt
+import numpy as np
+from torch.optim.lr_scheduler import StepLR
+from mlxtend.plotting import plot_confusion_matrix
+import seaborn as sns
+from torchvision import datasets
+from Heatmap import heatmap , annotate_heatmap
+#torch.cuda.empty_cache()
+from torch import optim, cuda
+import os
+from PIL import Image
+import pandas as pd
+import torchvision.models as models
+from torch import nn
+from collections import OrderedDict
+# Whether to train on a gpu
+train_on_gpu = cuda.is_available()
+print(f'Train on gpu: {train_on_gpu}')
+from Utils import *
+#%%
+
+classes = ('Balling',  'LoF', 'Nopores','Keyhole')
+
+PATH = './VGG16-Pytorch.pth'
+Trained_model = torch.load(PATH)
+print(Trained_model)
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+print(device)
+
+
+#%%
+
+datadir = 'Bronze_dataset/'
+traindir = datadir + 'Train/'
+testdir = datadir + 'Test/'
+
+
+
+summary(Trained_model, (3 ,32 ,32))   
+
+#%%         
+
+
+def get_lr(optimizer):
+    for param_group in optimizer.param_groups:
+        print('Learning rate =')
+        print(param_group['lr'])
+        return param_group['lr']
+
+    
+    
+transform = transforms.Compose([transforms.Resize((512,512)),
+                                transforms.ToTensor()])
+#transform = transforms.Compose([transforms.ToTensor()])
+
+trainload = datasets.ImageFolder(root=traindir, transform=transform)
+trainset = torch.utils.data.DataLoader(trainload, batch_size=10,
+                                          shuffle=True, num_workers=0)
+
+testload = datasets.ImageFolder(root=testdir, transform=transform)
+testset = torch.utils.data.DataLoader(testload, batch_size=10,
+                                          shuffle=True, num_workers=0)
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+#device = torch.device("cpu")
+print(device)
+
+
+net= Trained_model
+net.to(device)
+
+y_pred = []
+y_true = []
+correctHits=0
+total=0
+for batches in testset:
+    data,output = batches
+    data,output = data.to(device),output.to(device)
+    prediction = net(data)
+    # _,prediction = torch.max(prediction.data,1)  #returns max as well as its index
+    prediction = torch.argmax(prediction, dim=1)
+    
+    total += output.size(0)
+    correctHits += (prediction==output).sum().item()
+    
+    prediction=prediction.data.cpu().numpy()
+    output=output.data.cpu().numpy()
+    y_true.extend(output) # Save Truth 
+    y_pred.extend(prediction)
+    
+print('Accuracy = '+str((correctHits/total)*100))
+
+    #Trained_model = torch.load(PATH)
+#%%
+    
+
+
+count_parameters(net)
+
+plotname= 'VGG16'+'_Cross_Bronze'+'_confusion_matrix'+'.png'
+plot_confusion_matrix(y_true, y_pred,classes,plotname)  
diff --git a/Visualisation.py b/Visualisation.py
new file mode 100644
index 0000000..67aeb0a
--- /dev/null
+++ b/Visualisation.py
@@ -0,0 +1,145 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+
+
+import numpy as np
+import pandas as pd
+from mpl_toolkits.mplot3d import Axes3D
+from matplotlib import animation
+import matplotlib.pyplot as plt
+from matplotlib.pyplot import specgram
+import seaborn as sns
+from scipy.stats import norm
+import joypy
+import pandas as pd
+from matplotlib import cm
+from scipy import signal
+import pywt
+import matplotlib.patches as mpatches
+import os
+from PIL import Image
+
+import torchvision.transforms as transforms 
+import torchvision 
+import torch
+from torchsummary import summary
+from torchvision import datasets
+#%%
+datadir = 'Bronze dataset/'
+traindir = datadir + 'Train/'
+testdir = datadir + 'Test/'
+
+#%%
+data_transform = transforms.Compose([
+        torchvision.transforms.Resize((224,224)),
+        transforms.RandomVerticalFlip(p=0.5),
+        transforms.ToTensor(),
+        transforms.Normalize(mean=[0.485, 0.456, 0.406],
+                              std=[0.229, 0.224, 0.225])
+    ])
+trainset = datasets.ImageFolder(root=traindir,
+                                            transform=data_transform)
+trainloader = torch.utils.data.DataLoader(trainset,
+                                              batch_size=4, shuffle=True,
+                                              num_workers=0)
+
+testset = datasets.ImageFolder(root=testdir,
+                                            transform=data_transform)
+testloader = torch.utils.data.DataLoader(testset,
+                                              batch_size=4, shuffle=False,
+                                              num_workers=0)
+
+#%%
+
+classes = ('Balling', 'Keyhole', 'LoF', 'Nopores')
+
+#%%
+
+def imshow(img):
+    img = img / 2 + 0.5     # unnormalize
+    npimg = img.numpy()
+    img=np.transpose(npimg, (1, 2, 0))
+    return img
+
+    
+   
+#%%
+    
+# get some random training images
+dataiter = iter(trainloader)
+images, labels = dataiter.next()
+
+# show images
+fig, ax = plt.subplots(figsize=(12,5))
+img=imshow(torchvision.utils.make_grid(images))
+img=np.flip(img, 0)
+plt.imshow(img)
+plt.savefig('Class Images.png',bbox_inches='tight',dpi=800)
+plt.show()
+print(' '.join('%5s' % classes[labels[j]] for j in range(4)))
+
+#%%
+
+categories = []
+img_categories = []
+n_train = []
+n_valid = []
+n_test = []
+hs = []
+ws = []
+
+# Iterate through each category
+for d in os.listdir(traindir):
+    categories.append(d)
+
+    # Number of each image
+    train_imgs = os.listdir(traindir + d)
+    #valid_imgs = os.listdir(validdir + d)
+    test_imgs = os.listdir(testdir + d)
+    n_train.append(len(train_imgs))
+    # n_valid.append(len(valid_imgs))
+    n_test.append(len(test_imgs))
+
+    # Find stats for train images
+    for i in train_imgs:
+        img_categories.append(d)
+        img = Image.open(traindir + d + '/' + i)
+        img_array = np.array(img)
+        # Shape
+        hs.append(img_array.shape[0])
+        ws.append(img_array.shape[1])
+
+# Dataframe of categories
+cat_df = pd.DataFrame({'category': categories,
+                        'n_train': n_train,
+                        'n_test': n_test}).\
+    sort_values('category')
+
+# Dataframe of training images
+image_df = pd.DataFrame({
+    'category': img_categories,
+    'height': hs,
+    'width': ws
+})
+
+cat_df.sort_values('n_train', ascending=False, inplace=True)
+cat_df.head()
+cat_df.tail()
+
+
+fig, ax = plt.subplots(figsize=(12,5))
+cat_df.set_index('category')['n_train'].plot.bar(
+    color=plt.cm.Paired(np.arange(len(cat_df))))
+plt.xticks(rotation=25,fontsize= 20)
+plt.ylabel('Total count',fontsize= 20)
+plt.title('Training Images by Category',fontsize= 20)
+plt.savefig('Training Images.png',bbox_inches='tight',dpi=800)
+
+img_dsc = image_df.groupby('category').describe()
+img_dsc.head()
+
diff --git a/resnet.py b/resnet.py
new file mode 100644
index 0000000..7ca4622
--- /dev/null
+++ b/resnet.py
@@ -0,0 +1,111 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Sat Feb 8 22:10:18 2020
+
+@author: srpv
+"""
+
+
+
+import torch 
+import numpy as np 
+import torchvision.transforms as transforms 
+import torchvision 
+import torch.nn.functional as F
+
+class baseBlock(torch.nn.Module):
+    expansion = 1
+    def __init__(self,input_planes,planes,stride=1,dim_change=None):
+        super(baseBlock,self).__init__()
+        #declare convolutional layers with batch norms
+        self.conv1 = torch.nn.Conv2d(input_planes,planes,stride=stride,kernel_size=3,padding=1)
+        self.bn1   = torch.nn.BatchNorm2d(planes)
+        self.conv2 = torch.nn.Conv2d(planes,planes,stride=1,kernel_size=3,padding=1)
+        self.bn2   = torch.nn.BatchNorm2d(planes)
+        self.dim_change = dim_change
+        
+        
+    def forward(self,x):
+        #Save the residue
+        res = x
+        output = F.relu(self.bn1(self.conv1(x)))
+        output = self.bn2(self.conv2(output))
+
+        if self.dim_change is not None:
+            res = self.dim_change(res)
+        
+        output += res
+        output = F.relu(output)
+
+        return output
+
+class bottleNeck(torch.nn.Module):
+    expansion = 4
+    def __init__(self,input_planes,planes,stride=1,dim_change=None):
+        super(bottleNeck,self).__init__()
+
+        self.conv1 = torch.nn.Conv2d(input_planes,planes,kernel_size=1,stride=1)
+        self.bn1 = torch.nn.BatchNorm2d(planes)
+        self.conv2 = torch.nn.Conv2d(planes,planes,kernel_size=3,stride=stride,padding=1)
+        self.bn2 = torch.nn.BatchNorm2d(planes)
+        self.conv3 = torch.nn.Conv2d(planes,planes*self.expansion,kernel_size=1)
+        self.bn3 = torch.nn.BatchNorm2d(planes*self.expansion)
+        self.dim_change = dim_change
+    
+    def forward(self,x):
+        res = x
+        
+        output = F.relu(self.bn1(self.conv1(x)))
+        output = F.relu(self.bn2(self.conv2(output)))
+        output = self.bn3(self.conv3(output))
+
+        if self.dim_change is not None:
+            res = self.dim_change(res)
+        
+        output += res
+        output = F.relu(output)
+        return output
+
+class ResNet(torch.nn.Module):
+    def __init__(self,block,num_layers,classes=4):
+        super(ResNet,self).__init__()
+        #according to research paper:
+        self.input_planes = 64
+        self.conv1 = torch.nn.Conv2d(3,64,kernel_size=3,stride=1,padding=1)
+        self.bn1   = torch.nn.BatchNorm2d(64)
+        self.layer1 = self._layer(block,64,num_layers[0],stride=1)
+        self.layer2 = self._layer(block,128,num_layers[1],stride=2)
+        self.layer3 = self._layer(block,256,num_layers[2],stride=2)
+        self.layer4 = self._layer(block,512,num_layers[3],stride=2)
+        self.averagePool = torch.nn.AvgPool2d(kernel_size=4,stride=1)
+        self.fc    =  torch.nn.Linear(512*block.expansion,classes)
+    
+    def _layer(self,block,planes,num_layers,stride=1):
+        dim_change = None
+        if stride!=1 or planes != self.input_planes*block.expansion:
+            dim_change = torch.nn.Sequential(torch.nn.Conv2d(self.input_planes,planes*block.expansion,kernel_size=1,stride=stride),
+                                             torch.nn.BatchNorm2d(planes*block.expansion))
+        netLayers =[]
+        netLayers.append(block(self.input_planes,planes,stride=stride,dim_change=dim_change))
+        self.input_planes = planes * block.expansion
+        for i in range(1,num_layers):
+            netLayers.append(block(self.input_planes,planes))
+            self.input_planes = planes * block.expansion
+        
+        return torch.nn.Sequential(*netLayers)
+
+    def forward(self,x):
+        x = F.relu(self.bn1(self.conv1(x)))
+
+        x = self.layer1(x)
+        x = self.layer2(x)
+        x = self.layer3(x)
+        x = self.layer4(x)
+
+        x = F.avg_pool2d(x,4)
+        x = x.view(x.size(0),-1)
+        x = self.fc(x)
+
+        return x
+
+