diff --git a/OCR_MLP.py b/OCR_MLP.py new file mode 100644 index 0000000..67cd4d5 --- /dev/null +++ b/OCR_MLP.py @@ -0,0 +1,100 @@ + +# coding: utf-8 + +# In[21]: + + +import sys +import os + +import cv2 +import numpy as np + + +# In[39]: + + +input_file='Desktop/summer project/letter.data' +img_height=16 +img_width=8 +img_resize_factor=22 + + +# In[ ]: + + +labels=[] +with open(input_file,'r') as f: + for line in f.readlines(): + data=np.array([255*float(x) for x in line.split('\t')[6:-1]]) + image_label=line.split('\t')[1] + if image_label not in labels: + labels.append(image_label) + image=np.reshape(data,(img_height,img_width)) + image_scaled=cv2.resize(image,None,fx=img_resize_factor,fy=img_resize_factor) + cv2.imshow('IMG',image_scaled) + print('Label : ',image_label) + print(len(data)) + wkey=cv2.waitKey() + if wkey==27: + break + + +# In[ ]: + + +num_data = 50 +orig_labels = 'omandig' +num_orig_labels = len(orig_labels) + +num_train = int(0.9*num_data) +num_test = num_data - num_train + +start = 6 +end = -1 + + +# In[ ]: + + +data = [] +labels = [] + +with open(input_file, 'r') as f: + for line in f.readlines(): + list_vals = line.split('\t') + if list_vals[1] not in orig_labels: + continue + label = np.zeros((num_orig_labels,1)) + label[orig_labels.index(list_vals[1])]=1 + labels.append(label) + + cur_char = np.array([float(x) for x in list_vals[start:end]]) + data.append(cur_char) + + if len(data) >= num_data: + break + + + +# In[ ]: + + +data_r=(np.array(data).reshape(50,128)) +labels_r=np.array(labels).reshape(50,num_orig_labels) +labels_r[0].shape + +data_train=data_r[:num_train] +data_test=data_r[num_train:] +labels_train=labels_r[:num_train] +labels_test=labels_r[num_train:] + + +# In[130]: + + +from sklearn.neural_network import MLPClassifier as MLP +nn=MLP(hidden_layer_sizes=(128,16,num_orig_labels),max_iter=20000,tol=0.01) +nn=nn.fit(data_train,labels_train) +nn.score(data_test,labels_test) + diff --git a/OCR_MLP_ProjectReport.pdf b/OCR_MLP_ProjectReport.pdf new file mode 100644 index 0000000..b25b141 Binary files /dev/null and b/OCR_MLP_ProjectReport.pdf differ diff --git a/letter.data b/letter.data new file mode 100644 index 0000000..2c5ae9f --- /dev/null +++ b/letter.data @@ -0,0 +1,52152 @@ +1 o 2 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 0 1 0 0 0 1 1 0 1 1 0 0 0 0 1 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 1 1 1 0 0 0 1 1 1 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 +2 m 3 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 0 1 1 0 1 1 0 1 1 1 0 1 1 0 0 0 1 1 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 +3 m 4 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 1 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 1 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 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