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@@ -49,23 +49,18 @@ dataset_info:
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  download_size: 105575371
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  dataset_size: 106715580
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  ---
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-
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- # OCR Race Numbers Detection
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  The dataset consists of photos of runners, participating in various races. Each photo captures a runner wearing a race number on their attire.
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  The dataset provides **bounding boxes** annotations indicating the location of the race number in each photo and includes corresponding OCR annotations, where the digit sequences on the race numbers are transcribed.
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  This dataset combines the domains of sports, computer vision, and OCR technology, providing a valuable resource for advancing the field of race number detection and OCR in the context of athletic events.
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2Fa63f4fcae18a968f1f07360659f3d15a%2FFrame%2010%20(1).png?generation=1694175985579731&alt=media)
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- # Get the dataset
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-
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- ### This is just an example of the data
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-
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- Leave a request on [**https://trainingdata.pro/data-market**](https://trainingdata.pro/data-market/racing-bib-number-recognition?utm_source=huggingface&utm_medium=cpc&utm_campaign=race-numbers-detection-and-ocr) to discuss your requirements, learn about the price and buy the dataset.
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-
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  # Dataset structure
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  - **images** - contains of original images of athletes
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  - **boxes** - includes bounding box labeling for the original images
@@ -80,8 +75,12 @@ Each image from `images` folder is accompanied by an XML-annotation in the `anno
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  # Race Numbers Detection might be made in accordance with your requirements.
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- ## [**TrainingData**](https://trainingdata.pro/data-market/racing-bib-number-recognition?utm_source=huggingface&utm_medium=cpc&utm_campaign=race-numbers-detection-and-ocr) provides high-quality data annotation tailored to your needs
 
 
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  More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets**
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- TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
 
 
 
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  download_size: 105575371
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  dataset_size: 106715580
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  ---
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+ # OCR Race Numbers Object Detection dataset
 
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  The dataset consists of photos of runners, participating in various races. Each photo captures a runner wearing a race number on their attire.
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  The dataset provides **bounding boxes** annotations indicating the location of the race number in each photo and includes corresponding OCR annotations, where the digit sequences on the race numbers are transcribed.
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+ # 💴 For Commercial Usage: To discuss your requirements, learn about the price and buy the dataset, leave a request on **[TrainingData](https://trainingdata.pro/datasets/racing-bib-number-recognition?utm_source=huggingface&utm_medium=cpc&utm_campaign=race-numbers-detection-and-ocr)** to buy the dataset
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+
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  This dataset combines the domains of sports, computer vision, and OCR technology, providing a valuable resource for advancing the field of race number detection and OCR in the context of athletic events.
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2Fa63f4fcae18a968f1f07360659f3d15a%2FFrame%2010%20(1).png?generation=1694175985579731&alt=media)
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  # Dataset structure
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  - **images** - contains of original images of athletes
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  - **boxes** - includes bounding box labeling for the original images
 
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  # Race Numbers Detection might be made in accordance with your requirements.
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+ # 💴 Buy the Dataset: This is just an example of the data. Leave a request on **[https://trainingdata.pro/datasets](https://trainingdata.pro/datasets/racing-bib-number-recognition?utm_source=huggingface&utm_medium=cpc&utm_campaign=race-numbers-detection-and-ocr)** to discuss your requirements, learn about the price and buy the dataset
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+
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+ ## **[TrainingData](https://trainingdata.pro/datasets/racing-bib-number-recognition?utm_source=huggingface&utm_medium=cpc&utm_campaign=race-numbers-detection-and-ocr)** provides high-quality data annotation tailored to your needs
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  More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets**
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+ TrainingData's GitHub: **https://github.com/Trainingdata-datamarket/TrainingData_All_datasets**
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+ *keywords: bib number detection, bib detector, rbn, running races, marathons, racing bib number recognition, ocr annotations dataset, text detection, text recognition, optical character recognition, computer vision dataset, image dataset, image-to-text dataset, detecting text-lines, object detection, deep-text-recognition, text area detection, text extraction, images dataset, image-to-text, image classification*