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Datasets:
DavidPhilips
/
coco2017

Tasks:
Image-to-Text
Text-to-Image
Translation
Modalities:
Image
Text
Formats:
parquet
Languages:
Vietnamese
English
Size:
100K - 1M
Tags:
vision
image-captioning
ms-coco
coco
vietnamese
vietnam
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
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Community
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DavidPhilips phamtrannhatlinh commited on
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Duplicate from ai-enthusiasm-community/coco-2017-vietnamese

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Co-authored-by: Pham Tran Nhat Linh <phamtrannhatlinh@users.noreply.huggingface.co>

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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ language:
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+ - vi
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+ - en
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+ license: cc-by-4.0
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+ size_categories:
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+ - 100k<n<1M
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+ task_categories:
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+ - image-to-text
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+ - text-to-image
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+ - translation
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+ tags:
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+ - vision
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+ - image-captioning
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+ - ms-coco
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+ - coco
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+ - vietnamese
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+ - vietnam
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+ - vi
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+ - vn
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+ homepage: https://aienthusiasm.vn
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+ dataset_info:
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+ features:
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+ - name: image_id
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+ dtype: string
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+ - name: caption_id
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+ dtype: string
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+ - name: image
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+ dtype: image
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+ - name: caption_en
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+ dtype: string
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+ - name: caption_vi
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_bytes: 95104738954.827
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+ num_examples: 591753
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+ - name: validation
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+ num_bytes: 3666417387.754
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+ num_examples: 25014
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+ download_size: 67774085459
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+ dataset_size: 98771156342.581
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train-*
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+ - split: validation
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+ path: data/validation-*
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+ ---
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+ ## Team and Homepage
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+ This dataset is maintained by **AI Enthusiasm**. You can find more of our work, community projects, and official updates at our homepage:
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+ - **Official Website**: [https://aienthusiasm.vn](https://aienthusiasm.vn)
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+ - **Hugging Face Organization**: [https://huggingface.co/ai-enthusiasm-community](https://huggingface.co/ai-enthusiasm-community)
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+
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+ ## Contact
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+ If you encounter any issues with the dataset or have any inquiries, please feel free to reach out to us via email at: [aienthusiasm.team@gmail.com](mailto:aienthusiasm.team@gmail.com)
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+
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+ ## Dataset Summary
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+ COCO-2017-Vietnamese is a localized version of the Microsoft Common Objects in Context (COCO) 2017 dataset, a large-scale object detection, segmentation, and captioning dataset. This version is specifically curated for Vietnamese cross-modal research, featuring the original English captions paired with high-quality Vietnamese translations. It serves as a comprehensive benchmark for tasks such as Image Captioning and Multimodal Learning within a bilingual framework.
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+
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+ ## Dataset Structure
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+ The dataset is provided in a flattened tabular format, optimized for the Hugging Face Dataset Viewer and high-speed Parquet processing.
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+
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+ ### Data Instances
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+ Each instance represents a single image-caption pair. To maintain compatibility with standard training pipelines, image data is repeated for each associated caption.
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+
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+ ### Data Fields
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+ - `image_id`: The ID of the image from the original COCO dataset.
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+ - `caption_id`: The unique ID for each specific annotation (caption).
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+ - `image`: An Image object containing the visual data.
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+ - `caption_en`: The original descriptive text in English.
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+ - `caption_vi`: The translated descriptive text in Vietnamese.
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+
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+ ## Usage
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+ The dataset can be accessed directly using the Hugging Face `datasets` library:
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("ai-enthusiasm-community/coco-2017-vietnamese")
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+
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+ # Accessing the first sample from the training set
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+ print(dataset['train'][0])
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+ ```
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+
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+ ## Citation
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+ ```
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+ @inproceedings{lin2014microsoft,
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+ title={Microsoft coco: Common objects in context},
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+ author={Lin, Tsung-Yi and Maire, Michael and Belongie, Serge and Hays, James and Perona, Pietro and Ramanan, Deva and Doll{'a}r, Piotr and Zitnick, C Lawrence},
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+ booktitle={Computer Vision--ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part V 13},
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+ pages={740--755},
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+ year={2014},
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+ organization={Springer}
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+ }
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+ ```
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