Flickr30k图像标注数据集下载及使用方法

古城微笑少年丶 2022-05-23 06:35 1334阅读 0赞

## Flickr30k数据集的下载 ##

1.  可在[http://shannon.cs.illinois.edu/DenotationGraph/][http_shannon.cs.illinois.edu_DenotationGraph]中填表，获取下载地址[http://shannon.cs.illinois.edu/DenotationGraph/data/index.html][http_shannon.cs.illinois.edu_DenotationGraph_data_index.html]，但是下载地址不稳定，有时会崩溃。  
    ![这里写图片描述][70]  
    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。
2.  直接从百度云盘中下载  
    链接：[https://pan.baidu.com/s/1r0RVUwctJsI0iNuVXHQ6kA][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'])

[http_shannon.cs.illinois.edu_DenotationGraph]: http://shannon.cs.illinois.edu/DenotationGraph/
[http_shannon.cs.illinois.edu_DenotationGraph_data_index.html]: http://shannon.cs.illinois.edu/DenotationGraph/data/index.html
[70]: /images/20220523/c108d9256de543f59bd0a895c9f0bd2f.png
[https_pan.baidu.com_s_1r0RVUwctJsI0iNuVXHQ6kA]: https://pan.baidu.com/s/1r0RVUwctJsI0iNuVXHQ6kA