diff --git a/benchmark.py b/benchmark.py index 2b87d4c..6a0e071 100644 --- a/benchmark.py +++ b/benchmark.py @@ -25,6 +25,11 @@ def comparestring(a,b): g+=1 return g +# +# A = "赣FJ0368".decode("utf-8") +# B = "琼WJ0368".decode("utf-8") + +# print "对比",comparestring(A,B) count = 0 ; @@ -62,21 +67,23 @@ for filename in os.listdir(parent): for one in dataset: # p = sm.StringMatcher(seq1=one.encode("utf-8"),seq2=name.encode("utf-8")) - A = one.encode("utf-8") - B = name.encode("utf-8") - print one.encode("utf-8"),"<->",name.encode("utf-8"),"编辑距离:",comparestring(A,B) - if comparestring(A,B)<2: + A = one.decode("utf-8") + B = name.decode("utf-8") + print one.decode("utf-8"),"<->",name.decode("utf-8"),"编辑距离:",comparestring(A,B) + if comparestring(A,B)<3: count_lev+=1 - if one.encode("utf-8") == name.encode("utf-8"): + else: + cv2.imwrite("./cache/bad2/"+B+"->"+A+".png",image) + + if one.decode("utf-8") == name.decode("utf-8"): count_p+=1 break else: - print "error",one.encode("utf-8"), 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return dst; + return dst,M; def skew_detection(image_gray): h, w = image_gray.shape[:2] @@ -90,8 +90,8 @@ def fastDeskew(image): print "校正角度 h ",skew_h,"v",skew_v - deskew = v_rot(image,int((90-skew_v)*1.5),image.shape,60) - return deskew + deskew,M = v_rot(image,int((90-skew_v)*1.5),image.shape,60) + return deskew,M diff --git a/hyperlpr/deskew.pyc b/hyperlpr/deskew.pyc deleted file mode 100644 index 16641bf..0000000 Binary files a/hyperlpr/deskew.pyc and /dev/null differ diff --git a/hyperlpr/detect.pyc b/hyperlpr/detect.pyc deleted file mode 100644 index 8e8cc95..0000000 Binary files a/hyperlpr/detect.pyc and /dev/null differ diff --git a/hyperlpr/finemapping.py b/hyperlpr/finemapping.py index f9c1772..20955a1 100644 --- a/hyperlpr/finemapping.py +++ b/hyperlpr/finemapping.py @@ -66,7 +66,7 @@ def findContoursAndDrawBoundingBox(image_rgb): pts_map2 = np.float32([[136,36],[0,36],[136,0],[0,0]]) mat = cv2.getPerspectiveTransform(pts_map1,pts_map2) image = cv2.warpPerspective(rgb,mat,(136,36),flags=cv2.INTER_CUBIC) - image = deskew.fastDeskew(image) + image,M = deskew.fastDeskew(image) return image @@ -125,6 +125,7 @@ def findContoursAndDrawBoundingBox2(image_rgb): pts_map2 = np.float32([[136,36],[0,36],[136,0],[0,0]]) mat = cv2.getPerspectiveTransform(pts_map1,pts_map2) image = cv2.warpPerspective(rgb,mat,(136,36),flags=cv2.INTER_CUBIC) - image = deskew.fastDeskew(image) + image,M= deskew.fastDeskew(image) + return image \ No newline at end of file diff --git a/hyperlpr/finemapping.pyc b/hyperlpr/finemapping.pyc deleted file mode 100644 index c7ffcd5..0000000 Binary files a/hyperlpr/finemapping.pyc and /dev/null differ diff --git a/hyperlpr/finemapping_vertical.py b/hyperlpr/finemapping_vertical.py index 11870f3..94e515b 100644 --- a/hyperlpr/finemapping_vertical.py +++ b/hyperlpr/finemapping_vertical.py @@ -8,8 +8,6 @@ import numpy as np import cv2 def getModel(): - - input = Input(shape=[12, 50, 3]) # change this shape to [None,None,3] to enable arbitraty shape input x = Conv2D(10, (3, 3), strides=1, padding='valid', name='conv1')(input) x = PReLU(shared_axes=[1, 2], name='prelu1')(x) @@ -25,7 +23,7 @@ def getModel(): return model model = getModel() -model.load_weights("./model/model12.h5") +# model.load_weights("./model/model12.h5") def finemappingVertical(image): diff --git a/hyperlpr/finemapping_vertical.pyc b/hyperlpr/finemapping_vertical.pyc deleted file mode 100644 index 47b81ad..0000000 Binary files a/hyperlpr/finemapping_vertical.pyc and /dev/null differ diff --git a/hyperlpr/niblack_thresholding.pyc b/hyperlpr/niblack_thresholding.pyc deleted file mode 100644 index 5bdd93c..0000000 Binary files a/hyperlpr/niblack_thresholding.pyc and /dev/null differ diff --git a/hyperlpr/pipline.py b/hyperlpr/pipline.py index c621191..f716ad3 100644 --- a/hyperlpr/pipline.py +++ b/hyperlpr/pipline.py @@ -221,7 +221,7 @@ def SimpleRecognizePlate(image): if len(val)==3: blocks, res, confidence = val if confidence/7>0.7: - image = drawRectBox(image,rect,res) + # image = drawRectBox(image,rect,res) res_set.append(res) for i,block in enumerate(blocks): diff --git a/hyperlpr/pipline.pyc b/hyperlpr/pipline.pyc deleted file mode 100644 index 49fff22..0000000 Binary files a/hyperlpr/pipline.pyc and /dev/null differ diff --git a/hyperlpr/recognizer.py b/hyperlpr/recognizer.py index f1ca050..4280a4e 100644 --- a/hyperlpr/recognizer.py +++ b/hyperlpr/recognizer.py @@ -1,7 +1,7 @@ #coding=utf-8 from keras.models import Sequential from keras.layers import Dense, Dropout, Activation, Flatten -from keras.layers import Convolution2D, MaxPooling2D +from keras.layers import Conv2D,MaxPool2D from keras.optimizers import SGD from keras import backend as K @@ -46,17 +46,15 @@ def Getmodel_tensorflow(nb_classes): # weight = dict(zip(range(3063), weight / weight.mean())) # 调整权重，高频字优先 model = Sequential() - model.add(Convolution2D(32, 5, 5, - border_mode='valid', - input_shape=(img_rows, img_cols,1))) + model.add(Conv2D(32, (5, 5),input_shape=(img_rows, img_cols,1))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) model.add(Dropout(0.25)) - model.add(Convolution2D(32, 3, 3)) + model.add(Conv2D(32, (3, 3))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) model.add(Dropout(0.25)) - model.add(Convolution2D(512, 3, 3)) + model.add(Conv2D(512, (3, 3))) # model.add(Activation('relu')) # model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) # model.add(Dropout(0.25)) @@ -91,17 +89,15 @@ def Getmodel_ch(nb_classes): # weight = dict(zip(range(3063), weight / weight.mean())) # 调整权重，高频字优先 model = Sequential() - model.add(Convolution2D(32, 5, 5, - border_mode='valid', - input_shape=(img_rows, img_cols,1))) + model.add(Conv2D(32, (5, 5),input_shape=(img_rows, img_cols,1))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) model.add(Dropout(0.25)) - model.add(Convolution2D(32, 3, 3)) + model.add(Conv2D(32, (3, 3))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) model.add(Dropout(0.25)) - model.add(Convolution2D(512, 3, 3)) + model.add(Conv2D(512, (3, 3))) # model.add(Activation('relu')) # model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) # model.add(Dropout(0.25)) @@ -124,7 +120,9 @@ model = Getmodel_tensorflow(65) model_ch = Getmodel_ch(31) model_ch.load_weights("./model/char_chi_sim.h5") +# model_ch.save_weights("./model/char_chi_sim.h5") model.load_weights("./model/char_rec.h5") +# model.save("./model/char_rec.h5") def SimplePredict(image,pos): diff --git a/hyperlpr/recognizer.pyc b/hyperlpr/recognizer.pyc deleted file mode 100644 index a1295de..0000000 Binary files a/hyperlpr/recognizer.pyc and /dev/null differ diff --git a/hyperlpr/segmentation.py b/hyperlpr/segmentation.py index e7664f6..31a3422 100644 --- a/hyperlpr/segmentation.py +++ b/hyperlpr/segmentation.py @@ -15,7 +15,7 @@ import scipy.signal as l from keras.models import Sequential from keras.layers import Dense, Dropout, Activation, Flatten -from keras.layers import Convolution2D, MaxPooling2D +from keras.layers import Conv2D, MaxPool2D from keras.optimizers import SGD from keras import backend as K @@ -37,14 +37,12 @@ def Getmodel_tensorflow(nb_classes): # weight = dict(zip(range(3063), weight / weight.mean())) # 调整权重，高频字优先 model = Sequential() - model.add(Convolution2D(nb_filters, nb_conv, nb_conv, - border_mode='valid', - input_shape=(img_rows, img_cols,1))) + model.add(Conv2D(nb_filters, (nb_conv, nb_conv),input_shape=(img_rows, img_cols,1))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) - model.add(Convolution2D(nb_filters, nb_conv, nb_conv)) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) + model.add(Conv2D(nb_filters, (nb_conv, nb_conv))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) model.add(Flatten()) model.add(Dense(256)) model.add(Dropout(0.5)) @@ -74,14 +72,12 @@ def Getmodel_tensorflow_light(nb_classes): # weight = dict(zip(range(3063), weight / weight.mean())) # 调整权重，高频字优先 model = Sequential() - model.add(Convolution2D(nb_filters, nb_conv, nb_conv, - border_mode='valid', - input_shape=(img_rows, img_cols, 1))) + model.add(Conv2D(nb_filters, (nb_conv, nb_conv),input_shape=(img_rows, img_cols, 1))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) - model.add(Convolution2D(nb_filters, nb_conv * 2, nb_conv * 2)) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) + model.add(Conv2D(nb_filters, (nb_conv * 2, nb_conv * 2))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) model.add(Flatten()) model.add(Dense(32)) # model.add(Dropout(0.25)) @@ -102,7 +98,9 @@ model2 = Getmodel_tensorflow(3) import os model.load_weights("./model/char_judgement1.h5") +# model.save("./model/char_judgement1.h5") model2.load_weights("./model/char_judgement.h5") +# model2.save("./model/char_judgement.h5") model = model2 @@ -119,6 +117,7 @@ def get_median(data): data[0] = median return data[0] import time + def searchOptimalCuttingPoint(rgb,res_map,start,width_boundingbox,interval_range): t0 = time.time() # diff --git a/hyperlpr/segmentation.pyc b/hyperlpr/segmentation.pyc deleted file mode 100644 index 64887d4..0000000 Binary files a/hyperlpr/segmentation.pyc and /dev/null differ diff --git a/hyperlpr/typeDistinguish.py b/hyperlpr/typeDistinguish.py index 35d0924..21ee7fd 100644 --- a/hyperlpr/typeDistinguish.py +++ b/hyperlpr/typeDistinguish.py @@ -1,7 +1,7 @@ #coding=utf-8 from keras.models import Sequential from keras.layers import Dense, Dropout, Activation, Flatten -from keras.layers import Convolution2D, MaxPooling2D +from keras.layers import Conv2D, MaxPool2D from keras.optimizers import SGD from keras import backend as K @@ -30,11 +30,9 @@ def Getmodel_tensorflow(nb_classes): # weight = dict(zip(range(3063), weight / weight.mean())) # 调整权重，高频字优先 model = Sequential() - model.add(Convolution2D(16, 5, 5, - border_mode='valid', - input_shape=(img_rows, img_cols,3))) + model.add(Conv2D(16, (5, 5),input_shape=(img_rows, img_cols,3))) model.add(Activation('relu')) - model.add(MaxPooling2D(pool_size=(nb_pool, nb_pool))) + model.add(MaxPool2D(pool_size=(nb_pool, nb_pool))) model.add(Flatten()) model.add(Dense(64)) model.add(Activation('relu')) @@ -48,6 +46,7 @@ def Getmodel_tensorflow(nb_classes): model = Getmodel_tensorflow(5) model.load_weights("./model/plate_type.h5") +model.save("./model/plate_type.h5") def SimplePredict(image): image = cv2.resize(image, (34, 9)) image = image.astype(np.float) / 255 diff --git a/hyperlpr/typeDistinguish.pyc b/hyperlpr/typeDistinguish.pyc deleted file mode 100644 index a9d227a..0000000 Binary files a/hyperlpr/typeDistinguish.pyc and /dev/null differ diff --git a/model/char_chi_sim.h5 b/model/char_chi_sim.h5 index 478f1b4..d4d1504 100644 Binary files a/model/char_chi_sim.h5 and b/model/char_chi_sim.h5 differ diff --git a/model/char_judgement.h5 b/model/char_judgement.h5 index 436aee4..8bfd205 100644 Binary files a/model/char_judgement.h5 and b/model/char_judgement.h5 differ diff --git a/model/char_judgement1.h5 b/model/char_judgement1.h5 index efaa094..7158a4a 100644 Binary files a/model/char_judgement1.h5 and b/model/char_judgement1.h5 differ diff --git a/model/char_rec.h5 b/model/char_rec.h5 index bfc4948..e7e305e 100644 Binary files a/model/char_rec.h5 and b/model/char_rec.h5 differ diff --git a/model/plate_type.h5 b/model/plate_type.h5 index fadedf0..4014ffe 100644 Binary files a/model/plate_type.h5 and b/model/plate_type.h5 differ