textvqa

তথ্যসূত্র:

• কোড
• আলিঙ্গন মুখ

ট্রেন

TFDS এ এই ডেটাসেট লোড করতে নিম্নলিখিত কমান্ডটি ব্যবহার করুন:

ds = tfds.load('huggingface:textvqa/train')

• বর্ণনা :

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.

• লাইসেন্স : CC BY 4.0
• সংস্করণ : 0.5.1
• বিভাজন :

• বৈশিষ্ট্য :

{
    "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"
    }
}

ভাল

TFDS এ এই ডেটাসেট লোড করতে নিম্নলিখিত কমান্ডটি ব্যবহার করুন:

ds = tfds.load('huggingface:textvqa/val')

• বর্ণনা :

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.

• লাইসেন্স : CC BY 4.0
• সংস্করণ : 0.5.1
• বিভাজন :

• বৈশিষ্ট্য :

{
    "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"
    }
}

পরীক্ষা

TFDS এ এই ডেটাসেট লোড করতে নিম্নলিখিত কমান্ডটি ব্যবহার করুন:

ds = tfds.load('huggingface:textvqa/test')

• বর্ণনা :

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.

• লাইসেন্স : CC BY 4.0
• সংস্করণ : 0.5.1
• বিভাজন :

• বৈশিষ্ট্য :

{
    "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"
    }
}

textvqa

TFDS এ এই ডেটাসেট লোড করতে নিম্নলিখিত কমান্ডটি ব্যবহার করুন:

ds = tfds.load('huggingface:textvqa/textvqa')

• বর্ণনা :

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.

• লাইসেন্স : CC BY 4.0
• সংস্করণ : 0.5.1
• বিভাজন :

• বৈশিষ্ট্য :

{
    "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"
    }
}