VictorSanh
commited on
Commit
•
61210a1
1
Parent(s):
94c1e74
basic dataset card
Browse files
README.md
ADDED
@@ -0,0 +1,163 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: cc-by-2.0
|
3 |
+
---
|
4 |
+
# Dataset Card for NoCaps
|
5 |
+
|
6 |
+
## Table of Contents
|
7 |
+
- [Table of Contents](#table-of-contents)
|
8 |
+
- [Dataset Description](#dataset-description)
|
9 |
+
- [Dataset Summary](#dataset-summary)
|
10 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
11 |
+
- [Languages](#languages)
|
12 |
+
- [Dataset Structure](#dataset-structure)
|
13 |
+
- [Data Instances](#data-instances)
|
14 |
+
- [Data Fields](#data-fields)
|
15 |
+
- [Data Splits](#data-splits)
|
16 |
+
- [Dataset Creation](#dataset-creation)
|
17 |
+
- [Curation Rationale](#curation-rationale)
|
18 |
+
- [Source Data](#source-data)
|
19 |
+
- [Annotations](#annotations)
|
20 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
21 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
22 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
23 |
+
- [Discussion of Biases](#discussion-of-biases)
|
24 |
+
- [Other Known Limitations](#other-known-limitations)
|
25 |
+
- [Additional Information](#additional-information)
|
26 |
+
- [Dataset Curators](#dataset-curators)
|
27 |
+
- [Licensing Information](#licensing-information)
|
28 |
+
- [Citation Information](#citation-information)
|
29 |
+
- [Contributions](#contributions)
|
30 |
+
|
31 |
+
## Dataset Description
|
32 |
+
|
33 |
+
- **Homepage:** [https://nocaps.org/](https://nocaps.org/)
|
34 |
+
- **Paper:** [nocaps: novel object captioning at scale](https://openaccess.thecvf.com/content_ICCV_2019/papers/Agrawal_nocaps_novel_object_captioning_at_scale_ICCV_2019_paper.pdf)
|
35 |
+
- **Leaderboard:**
|
36 |
+
- **Point of Contact:**: [email protected]
|
37 |
+
|
38 |
+
### Dataset Summary
|
39 |
+
|
40 |
+
Dubbed NoCaps for novel object captioning at scale, NoCaps consists of 166,100 human-generated captions describing 15,100 images from the Open Images validation and test sets.
|
41 |
+
The associated training data consists of COCO image-caption pairs, plus Open Images image-level labels and object bounding boxes.
|
42 |
+
Since Open Images contains many more classes than COCO, nearly 400 object classes seen in test images have no or very few associated training captions (hence, nocaps).
|
43 |
+
|
44 |
+
|
45 |
+
### Supported Tasks and Leaderboards
|
46 |
+
|
47 |
+
[More Information Needed]
|
48 |
+
|
49 |
+
### Languages
|
50 |
+
|
51 |
+
[More Information Needed]
|
52 |
+
|
53 |
+
## Dataset Structure
|
54 |
+
|
55 |
+
### Data Instances
|
56 |
+
|
57 |
+
Each instance has the following structure:
|
58 |
+
```
|
59 |
+
{
|
60 |
+
'image': <PIL.JpegImagePlugin.JpegImageFile image mode=L size=732x1024 at 0x7F574A3A9B50>,
|
61 |
+
'image_coco_url': 'https://s3.amazonaws.com/nocaps/val/0013ea2087020901.jpg',
|
62 |
+
'image_date_captured': '2018-11-06 11:04:33',
|
63 |
+
'image_file_name': '0013ea2087020901.jpg',
|
64 |
+
'image_height': 1024,
|
65 |
+
'image_width': 732,
|
66 |
+
'image_id': 0,
|
67 |
+
'image_license': 0,
|
68 |
+
'image_open_images_id': '0013ea2087020901',
|
69 |
+
'annotations_ids': [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],
|
70 |
+
'annotations_captions': [
|
71 |
+
'A baby is standing in front of a house.',
|
72 |
+
'A little girl in a white jacket and sandals.',
|
73 |
+
'A young child stands in front of a house.',
|
74 |
+
'A child is wearing a white shirt and standing on a side walk. ',
|
75 |
+
'A little boy is standing in his diaper with a white shirt on.',
|
76 |
+
'A child wearing a diaper and shoes stands on the sidewalk.',
|
77 |
+
'A child is wearing a light-colored shirt during the daytime.',
|
78 |
+
'A little kid standing on the pavement in a shirt. ',
|
79 |
+
'Black and white photo of a little girl smiling.',
|
80 |
+
'a cute baby is standing alone with white shirt'
|
81 |
+
]
|
82 |
+
}
|
83 |
+
```
|
84 |
+
|
85 |
+
### Data Fields
|
86 |
+
|
87 |
+
- `image`: The image
|
88 |
+
- `image_coco_url`: URL for the image
|
89 |
+
- `image_date_captured`: Date at which the image was captured
|
90 |
+
- `image_file_name`: The file name for the image
|
91 |
+
- `image_height`: Height of the image
|
92 |
+
- `image_width`: Width of the image
|
93 |
+
- `image_id`: Id of the image
|
94 |
+
- `image_license`: Not sure what this is, it is always at 0
|
95 |
+
- `image_open_images_id`: Open image id
|
96 |
+
- `annotations_ids`: Unique ids for the captions (to use in conjunction with `annotations_captions`)
|
97 |
+
- `annotations_captions`: Captions for the image (to use in conjunction with `annotations_ids`)
|
98 |
+
|
99 |
+
### Data Splits
|
100 |
+
|
101 |
+
[More Information Needed]
|
102 |
+
|
103 |
+
## Dataset Creation
|
104 |
+
|
105 |
+
### Curation Rationale
|
106 |
+
|
107 |
+
[More Information Needed]
|
108 |
+
|
109 |
+
### Source Data
|
110 |
+
|
111 |
+
#### Initial Data Collection and Normalization
|
112 |
+
|
113 |
+
[More Information Needed]
|
114 |
+
|
115 |
+
#### Who are the source language producers?
|
116 |
+
|
117 |
+
[More Information Needed]
|
118 |
+
|
119 |
+
### Annotations
|
120 |
+
|
121 |
+
#### Annotation process
|
122 |
+
|
123 |
+
[More Information Needed]
|
124 |
+
|
125 |
+
#### Who are the annotators?
|
126 |
+
|
127 |
+
[More Information Needed]
|
128 |
+
|
129 |
+
### Personal and Sensitive Information
|
130 |
+
|
131 |
+
[More Information Needed]
|
132 |
+
|
133 |
+
## Considerations for Using the Data
|
134 |
+
|
135 |
+
### Social Impact of Dataset
|
136 |
+
|
137 |
+
[More Information Needed]
|
138 |
+
|
139 |
+
### Discussion of Biases
|
140 |
+
|
141 |
+
[More Information Needed]
|
142 |
+
|
143 |
+
### Other Known Limitations
|
144 |
+
|
145 |
+
[More Information Needed]
|
146 |
+
|
147 |
+
## Additional Information
|
148 |
+
|
149 |
+
### Dataset Curators
|
150 |
+
|
151 |
+
[More Information Needed]
|
152 |
+
|
153 |
+
### Licensing Information
|
154 |
+
|
155 |
+
[More Information Needed]
|
156 |
+
|
157 |
+
### Citation Information
|
158 |
+
|
159 |
+
[More Information Needed]
|
160 |
+
|
161 |
+
### Contributions
|
162 |
+
|
163 |
+
Thanks to [@VictorSanh](https://github.com/VictorSanh) for adding this dataset.
|