fgaim commited on
Commit
7791855
·
1 Parent(s): f6ed022

Add GLOCR Dataset Card

Browse files
Files changed (1) hide show
  1. README.md +150 -0
README.md ADDED
@@ -0,0 +1,150 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-4.0
3
+ task_categories:
4
+ - image-to-text
5
+ language:
6
+ - ti
7
+ tags:
8
+ - ocr
9
+ - tigrinya
10
+ - geez-script
11
+ - text-recognition
12
+ - geezlab
13
+ size_categories:
14
+ - 100K<n<1M
15
+ pretty_name: GLOCR - GeezLab OCR Dataset
16
+ configs:
17
+ - config_name: news
18
+ data_files:
19
+ - split: train
20
+ path: data/news/train.parquet
21
+ - split: validation
22
+ path: data/news/validation.parquet
23
+ - split: test
24
+ path: data/news/test.parquet
25
+ - config_name: bible
26
+ data_files:
27
+ - split: train
28
+ path: data/bible/train.parquet
29
+ - split: validation
30
+ path: data/bible/validation.parquet
31
+ - split: test
32
+ path: data/bible/test.parquet
33
+ - config_name: top150k
34
+ data_files:
35
+ - split: train
36
+ path: data/top150k/train.parquet
37
+ - split: validation
38
+ path: data/top150k/validation.parquet
39
+ - split: test
40
+ path: data/top150k/test.parquet
41
+ - config_name: characters
42
+ data_files:
43
+ - split: train
44
+ path: data/characters/train.parquet
45
+ - split: validation
46
+ path: data/characters/validation.parquet
47
+ - split: test
48
+ path: data/characters/test.parquet
49
+ - config_name: unsegmented
50
+ data_files:
51
+ - split: train
52
+ path: data/unsegmented/train.parquet
53
+ - config_name: all
54
+ data_files:
55
+ - split: train
56
+ path: data/*/train.parquet
57
+ - split: validation
58
+ path: data/*/validation.parquet
59
+ - split: test
60
+ path: data/*/test.parquet
61
+ default: true
62
+ ---
63
+
64
+ # GLOCR: GeezLab OCR Dataset
65
+
66
+ ## Overview
67
+
68
+ GLOCR is a Text Recognition (TR) and Optical Character Recognition (OCR) dataset for the **Tigrinya language**. The dataset contains a total of 661K image-label pairs from multiple data sources. In addition to the characters-only data, the major part of the dataset is a collection of multi-word text images with labels from three categories: News (from Haddas Ertra newspaper), the Bible, and random-trigrams of the 150k most common words in Tigrinya.
69
+
70
+ ### Dataset Summary
71
+
72
+ - **Total samples**: ~661K image-label pairs
73
+ - **Total size**: >1.3GB (tar.gz archives)
74
+ - **DOI**: [10.7910/DVN/RQTSD2](https://doi.org/10.7910/DVN/RQTSD2)
75
+
76
+ ### Dataset Subsets
77
+
78
+ | Config | Description | Train | Validation | Test |
79
+ |--------|-------------|------:|-----------:|-----:|
80
+ | `news` | Newspaper text-lines | 200K | 15K | 15K |
81
+ | `bible` | Biblical text-lines | 80K | 10K | 10K |
82
+ | `top150k` | Word trigrams | 150K | 15K | 15K |
83
+ | `characters` | Single characters | 120K | 15K | 15K |
84
+ | `unsegmented` | Full-page scans | 506 | - | - |
85
+
86
+ ## Usage
87
+
88
+ ### Loading a specific subset
89
+
90
+ ```python
91
+ from datasets import load_dataset
92
+
93
+ # Load a specific subset, one of: news, bible, top150k, characters, unsegmented
94
+ news = load_dataset("fgaim/GLOCR-Tigrinya", "news")
95
+
96
+ # Access samples
97
+ sample = news["train"][0]
98
+ print(sample["text"])
99
+ sample["image"].show()
100
+ ```
101
+
102
+ ### Loading a specific split
103
+
104
+ ```python
105
+ # Load a specific split of a subset
106
+ bible_test = load_dataset("fgaim/GLOCR-Tigrinya", "bible", split="test")
107
+
108
+ # Access samples
109
+ print(bible_test["text"][0])
110
+ bible_test["image"][0].show()
111
+ ```
112
+
113
+ ### Loading all text-line data combined
114
+
115
+ ```python
116
+ # Load all text-line data combined
117
+ all_data = load_dataset("fgaim/GLOCR-Tigrinya", "all")
118
+
119
+ # Access samples
120
+ sample = all_data["train"][0]
121
+ print(sample["text"])
122
+ sample["image"].show()
123
+ ```
124
+
125
+ ## Links
126
+
127
+ - [Harvard Dataverse](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/RQTSD2)
128
+ - [GitHub Repository](https://github.com/fgaim/GLOCR)
129
+
130
+ ## Citation
131
+
132
+ ```bibtex
133
+ @data{gaim-2021-glocr,
134
+ title = {{GLOCR: GeezLab OCR Dataset}},
135
+ author = {Fitsum Gaim},
136
+ year = {2021},
137
+ month = {April},
138
+ publisher = {Harvard Dataverse},
139
+ version = {1.0},
140
+ doi = {10.7910/DVN/RQTSD2},
141
+ url = {https://doi.org/10.7910/DVN/RQTSD2},
142
+ dataverse = {https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/RQTSD2}
143
+ }
144
+ ```
145
+
146
+ ## License
147
+
148
+ This work is licensed under a [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/).
149
+
150
+ <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://licensebuttons.net/l/by-sa/4.0/88x31.png" /></a>