Flickr30k数据集的下载
- 可在http://shannon.cs.illinois.edu/DenotationGraph/中填表，获取下载地址http://shannon.cs.illinois.edu/DenotationGraph/data/index.html，但是下载地址不稳定，有时会崩溃。
一般下载前两个，第一个是图像（大小为4.14G），第二个是图像所带的标注。 - 直接从百度云盘中下载
链接：https://pan.baidu.com/s/1r0RVUwctJsI0iNuVXHQ6kA 密码：hrf3
flickr30k-images.tar是图像，flickr30k.tar.gz是标注。
若链接失效，可联系我。
Flickr30k数据集的使用
图像文件夹中有31783张图像，标注文件夹中是一个results_20130124.token文件。
下面的代码是如何打开token文件并且读取图像标注：
import pandas as pd
annotations = pd.read_table('results_20130124.token', sep='\t', header=None,
names=['image', 'caption'])
print(annotations['caption'])结果为：
image caption
0 1000092795.jpg#0 Two young guys with shaggy hair look at their ...
1 1000092795.jpg#1 Two young , White males are outside near many ...
2 1000092795.jpg#2 Two men in green shirts are standing in a yard .
3 1000092795.jpg#3 A man in a blue shirt standing in a garden .
4 1000092795.jpg#4 Two friends enjoy time spent together .
5 10002456.jpg#0 Several men in hard hats are operating a giant...
6 10002456.jpg#1 Workers look down from up above on a piece of ...
7 10002456.jpg#2 Two men working on a machine wearing hard hats .
8 10002456.jpg#3 Four men on top of a tall structure .
9 10002456.jpg#4 Three men on a large rig .
10 1000268201.jpg#0 A child in a pink dress is climbing up a set o...
11 1000268201.jpg#1 A little girl in a pink dress going into a woo...
12 1000268201.jpg#2 A little girl climbing the stairs to her playh...
13 1000268201.jpg#3 A little girl climbing into a wooden playhouse .
14 1000268201.jpg#4 A girl going into a wooden building .
15 1000344755.jpg#0 Someone in a blue shirt and hat is standing on...
16 1000344755.jpg#1 A man in a blue shirt is standing on a ladder ...
17 1000344755.jpg#2 A man on a ladder cleans the window of a tall ...
18 1000344755.jpg#3 man in blue shirt and jeans on ladder cleaning...
19 1000344755.jpg#4 a man on a ladder cleans a window
20 1000366164.jpg#0 Two men , one in a gray shirt , one in a black...
21 1000366164.jpg#1 Two guy cooking and joking around with the cam...
22 1000366164.jpg#2 Two men in a kitchen cooking food on a stove .
23 1000366164.jpg#3 Two men are at the stove preparing food .
24 1000366164.jpg#4 Two men are cooking a meal .
25 1000523639.jpg#0 Two people in the photo are playing the guitar...
26 1000523639.jpg#1 A man in green holds a guitar while the other ...
27 1000523639.jpg#2 A man is fixing the guitar players costume .
28 1000523639.jpg#3 a guy stitching up another man 's coat .
29 1000523639.jpg#4 the two boys playing guitar
... ... ...
158885 996962407.jpg#0 a man with a wheelbarrow is standing outside a...
158886 996962407.jpg#1 A man in a silver rain poncho standing next to...
158887 996962407.jpg#2 A man in a silver raincoat standing outside by...
158888 996962407.jpg#3 A man in a raincoat stands outside a house in ...
158889 996962407.jpg#4 A man in a raincoat is standing in the rain .
158890 997338199.jpg#0 Woman writing on a pad in room with gold , dec...
158891 997338199.jpg#1 A woman standing near a decorated wall writes .
158892 997338199.jpg#2 The walls are covered in gold and patterns .
158893 997338199.jpg#3 a woman behind a scrolled wall is writing
158894 997338199.jpg#4 A person stands near golden walls .
158895 997722733.jpg#0 A person in a red shirt climbing up a rock fac...
158896 997722733.jpg#1 A rock climber practices on a rock climbing wa...
158897 997722733.jpg#2 A man in a pink shirt climbs a rock face
158898 997722733.jpg#3 A man is rock climbing high in the air .
158899 997722733.jpg#4 A rock climber in a red shirt .
158900 997876722.jpg#0 Two male construction workers are working on a...
158901 997876722.jpg#1 Two workmen with a wheelbarrow for mixing ceme...
158902 997876722.jpg#2 Men in orange and yellow clothing lean over a ...
158903 997876722.jpg#3 Men are working on pouring concrete outside of...
158904 997876722.jpg#4 Fruits stationed by a dusty old window .
158905 99804383.jpg#0 An older busker in glasses plays an Eastern st...
158906 99804383.jpg#1 This is a man in front of a store performing w...
158907 99804383.jpg#2 A older Asian man is playing an instrument in ...
158908 99804383.jpg#3 An elderly man sits outside a storefront accom...
158909 99804383.jpg#4 An elderly gentleman playing a musical instrum...
158910 998845445.jpg#0 A man in shorts and a Hawaiian shirt leans ove...
158911 998845445.jpg#1 A young man hanging over the side of a boat , ...
158912 998845445.jpg#2 A man is leaning off of the side of a blue and...
158913 998845445.jpg#3 A man riding a small boat in a harbor , with f...
158914 998845445.jpg#4 A man on a moored blue and white boat with hil...
[158915 rows x 2 columns]
前面的数字代表了有多少句标注，中间的image是这句标注所对应的图像，后面的caption则为标注语句。每一张图像都带有5句标注，所以一共158915句话。
若只想提取所有标注，则使用以下代码即可：
print(annotations['caption'])版权声明：本文为gaoyueace原创文章，遵循CC 4.0 BY-SA版权协议，转载请附上原文出处链接和本声明。