Références :
former
Utilisez la commande suivante pour charger cet ensemble de données dans TFDS :
ds = tfds.load('huggingface:textvqa/train')
- Description :
TextVQA requires models to read and reason about text in images to answer questions about them.
Specifically, models need to incorporate a new modality of text present in the images and reason
over it to answer TextVQA questions. TextVQA dataset contains 45,336 questions over 28,408 images
from the OpenImages dataset.
- Licence : CC BY 4.0
- Version : 0.5.1
- Divisions :
| Diviser | Exemples |
|---|---|
'test' | 5734 |
'train' | 34602 |
'validation' | 5000 |
- Caractéristiques :
{
"image_id": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_id": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"question": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_tokens": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image": {
"decode": true,
"id": null,
"_type": "Image"
},
"image_width": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"image_height": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"flickr_original_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"flickr_300k_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"answers": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image_classes": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"set_name": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
Val
Utilisez la commande suivante pour charger cet ensemble de données dans TFDS :
ds = tfds.load('huggingface:textvqa/val')
- Description :
TextVQA requires models to read and reason about text in images to answer questions about them.
Specifically, models need to incorporate a new modality of text present in the images and reason
over it to answer TextVQA questions. TextVQA dataset contains 45,336 questions over 28,408 images
from the OpenImages dataset.
- Licence : CC BY 4.0
- Version : 0.5.1
- Divisions :
| Diviser | Exemples |
|---|---|
'test' | 5734 |
'train' | 34602 |
'validation' | 5000 |
- Caractéristiques :
{
"image_id": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_id": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"question": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_tokens": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image": {
"decode": true,
"id": null,
"_type": "Image"
},
"image_width": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"image_height": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"flickr_original_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"flickr_300k_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"answers": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image_classes": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"set_name": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
test
Utilisez la commande suivante pour charger cet ensemble de données dans TFDS :
ds = tfds.load('huggingface:textvqa/test')
- Description :
TextVQA requires models to read and reason about text in images to answer questions about them.
Specifically, models need to incorporate a new modality of text present in the images and reason
over it to answer TextVQA questions. TextVQA dataset contains 45,336 questions over 28,408 images
from the OpenImages dataset.
- Licence : CC BY 4.0
- Version : 0.5.1
- Divisions :
| Diviser | Exemples |
|---|---|
'test' | 5734 |
'train' | 34602 |
'validation' | 5000 |
- Caractéristiques :
{
"image_id": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_id": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"question": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_tokens": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image": {
"decode": true,
"id": null,
"_type": "Image"
},
"image_width": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"image_height": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"flickr_original_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"flickr_300k_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"answers": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image_classes": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"set_name": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}
textevqa
Utilisez la commande suivante pour charger cet ensemble de données dans TFDS :
ds = tfds.load('huggingface:textvqa/textvqa')
- Description :
TextVQA requires models to read and reason about text in images to answer questions about them.
Specifically, models need to incorporate a new modality of text present in the images and reason
over it to answer TextVQA questions. TextVQA dataset contains 45,336 questions over 28,408 images
from the OpenImages dataset.
- Licence : CC BY 4.0
- Version : 0.5.1
- Divisions :
| Diviser | Exemples |
|---|---|
'test' | 5734 |
'train' | 34602 |
'validation' | 5000 |
- Caractéristiques :
{
"image_id": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_id": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"question": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"question_tokens": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image": {
"decode": true,
"id": null,
"_type": "Image"
},
"image_width": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"image_height": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"flickr_original_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"flickr_300k_url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"answers": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"image_classes": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"set_name": {
"dtype": "string",
"id": null,
"_type": "Value"
}
}