上代码:

import tensorflow as tf
import os
import numpy as np
import re
from PIL import Image
import matplotlib.pyplot as plt class NodeLookup(object):
def __init__(self):
label_lookup_path = 'inception_model/imagenet_2012_challenge_label_map_proto.pbtxt'
uid_lookup_path = 'inception_model/imagenet_synset_to_human_label_map.txt'
self.node_lookup = self.load(label_lookup_path, uid_lookup_path) def load(self, label_lookup_path, uid_lookup_path):
# 加载分类字符串n********对应分类名称的文件
proto_as_ascii_lines = tf.gfile.GFile(uid_lookup_path).readlines()
uid_to_human = {}
#一行一行读取数据
for line in proto_as_ascii_lines :
#去掉换行符
line=line.strip('\n')
#按照'\t'分割
parsed_items = line.split('\t')
#获取分类编号
uid = parsed_items[0]
#获取分类名称
human_string = parsed_items[1]
#保存编号字符串n********与分类名称映射关系
uid_to_human[uid] = human_string # 加载分类字符串n********对应分类编号1-1000的文件
proto_as_ascii = tf.gfile.GFile(label_lookup_path).readlines()
node_id_to_uid = {}
for line in proto_as_ascii:
if line.startswith(' target_class:'):
#获取分类编号1-1000
target_class = int(line.split(': ')[1])
if line.startswith(' target_class_string:'):
#获取编号字符串n********
target_class_string = line.split(': ')[1]
#保存分类编号1-1000与编号字符串n********映射关系
node_id_to_uid[target_class] = target_class_string[1:-2] #建立分类编号1-1000对应分类名称的映射关系
node_id_to_name = {}
for key, val in node_id_to_uid.items():
#获取分类名称
name = uid_to_human[val]
#建立分类编号1-1000到分类名称的映射关系
node_id_to_name[key] = name
return node_id_to_name #传入分类编号1-1000返回分类名称
def id_to_string(self, node_id):
if node_id not in self.node_lookup:
return ''
return self.node_lookup[node_id] #创建一个图来存放google训练好的模型
with tf.gfile.FastGFile('inception_model/classify_image_graph_def.pb', 'rb') as f:
graph_def = tf.GraphDef()
graph_def.ParseFromString(f.read())
tf.import_graph_def(graph_def, name='') with tf.Session() as sess:
softmax_tensor = sess.graph.get_tensor_by_name('softmax:0')
#遍历目录,如果images下没有图片,则没有任何识别
for root,dirs,files in os.walk('images/'):
for file in files:
#载入图片
image_data = tf.gfile.FastGFile(os.path.join(root,file), 'rb').read()
predictions = sess.run(softmax_tensor,{'DecodeJpeg/contents:0': image_data})#图片格式是jpg格式
predictions = np.squeeze(predictions)#把结果转为1维数据 #打印图片路径及名称
image_path = os.path.join(root,file)
print(image_path)
#显示图片
img=Image.open(image_path)
plt.imshow(img)
plt.axis('off')
plt.show() #排序
top_k = predictions.argsort()[-5:][::-1]
node_lookup = NodeLookup()
for node_id in top_k:
#获取分类名称
human_string = node_lookup.id_to_string(node_id)
#获取该分类的置信度
score = predictions[node_id]
print('%s (score = %.5f)' % (human_string, score))
print()

识别结果:

images/timg.jpg
 
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" alt="" />
 
Saluki, gazelle hound (score = 0.36788)
whippet (score = 0.34290)
borzoi, Russian wolfhound (score = 0.10900)
Ibizan hound, Ibizan Podenco (score = 0.02119)
Italian greyhound (score = 0.01114) images/u=245211623,3377434879&fm=27&gp=0.jpg
 
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" alt="" />
 
Indian elephant, Elephas maximus (score = 0.95537)
African elephant, Loxodonta africana (score = 0.01655)
tusker (score = 0.00988)
triceratops (score = 0.00029)
thunder snake, worm snake, Carphophis amoenus (score = 0.00014) 从结果来看,识别挺准确的,差不多常见的东西都能识别出来。

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