{ "id": 297779, "title": "Image vs Bounding Box Augmentation", "url": "/competitions/tensorflow-great-barrier-reef/discussion/297779", "author_name": "", "post_date": "2021-12-29T14:26:55.004452100Z", "votes": 24, "comment_count": 6, "views": 0, "content": "

Hello!

\n

I have found this amazing article that showcases in very much detail how to do Image Augmentation when doing Object Detection.

\n

There are lots of tools and helpful libraries for Image Augmentation, but I couldn't find any (and if you know some, please do share them :) ) to also include/apply on bounding boxes.

\n

I have used the libraries in my notebook, but I want to leave the links here if anybody is interested in diving deeper into the math behind it and check out the repo that the brilliant author made.

\n

Part 1: Basic Design and Horizontal Flipping

\n

\n

Part 2: Scaling and Translation

\n

\n

\n

Part 3: Rotation and Shearing

\n

\n

\n

Part 4: Baking augmentation into input pipelines

", "messages": [ { "id": "1632350", "postDate": "12/29/2021 14:26:55", "content": "

Hello!

\n

I have found this amazing article that showcases in very much detail how to do Image Augmentation when doing Object Detection.

\n

There are lots of tools and helpful libraries for Image Augmentation, but I couldn't find any (and if you know some, please do share them :) ) to also include/apply on bounding boxes.

\n

I have used the libraries in my notebook, but I want to leave the links here if anybody is interested in diving deeper into the math behind it and check out the repo that the brilliant author made.

\n

Part 1: Basic Design and Horizontal Flipping

\n

\n

Part 2: Scaling and Translation

\n

\n

\n

Part 3: Rotation and Shearing

\n

\n

\n

Part 4: Baking augmentation into input pipelines

", "rawMarkdown": "Hello!\n\nI have found this amazing article that showcases in very much detail how to do Image Augmentation when doing **Object Detection**.\n\nThere are lots of tools and helpful libraries for Image Augmentation, but *I couldn't find any (and if you know some, please do share them :) ) to also include/apply on bounding boxes*.\n\nI have used the libraries [in my notebook](https://www.kaggle.com/andradaolteanu/greatbarrierreef-full-guide-to-bboxaugmentation), but I want to leave the links here if anybody is interested in diving deeper into the math behind it and check out the repo that the brilliant author made.\n\n**[Part 1: Basic Design and Horizontal Flipping](https://blog.paperspace.com/data-augmentation-for-bounding-boxes/)**\n\n
\n\n**[Part 2: Scaling and Translation](https://blog.paperspace.com/data-augmentation-bounding-boxes-scaling-translation/)**\n\n
\n\n
\n\n**[Part 3: Rotation and Shearing](https://blog.paperspace.com/data-augmentation-for-object-detection-rotation-and-shearing/)**\n\n
\n\n
\n\n**[Part 4: Baking augmentation into input pipelines](https://blog.paperspace.com/data-augmentation-for-object-detection-building-input-pipelines/)**", "votes": null }, { "id": "1632885", "postDate": "12/30/2021 07:43:31", "content": "

Nice! Thank you for sharing!

", "rawMarkdown": "Nice! Thank you for sharing!", "votes": null }, { "id": "1633414", "postDate": "12/30/2021 18:32:06", "content": "

@andradaolteanu First I'm thankful to you, for sharing this interesting article on Image Augmentation with us.
\nHere I share with you links of others image Augmentation Libraries

\n

imgaug is a library for image augmentation click here
\nAugmentor is an image augmentation library in Python for machine learning click here
\nroboflow is an image augmentation tool click here
\nAugLy: A new data augmentation library click here
\nIf you need more information about image augmentation libraries. I will share more links/information with you.

\n

Please thumb up If you like this

", "rawMarkdown": "andradaolteanu First I'm thankful to you, for sharing this interesting article on Image Augmentation with us.\nHere I share with you links of others image Augmentation Libraries \n\n**imgaug** is a library for image augmentation[ click here](https://imgaug.readthedocs.io/en/latest/index.html)\n**Augmentor** is an image augmentation library in Python for machine learning [ click here](https://pythonrepo.com/repo/mdbloice-Augmentor-python-deep-learning)\n**roboflow** is an image augmentation tool [click here](https://blog.roboflow.com/introducing-bounding-box-level-augmentations/)\n**AugLy:** A new data augmentation library [click here](https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/)\nIf you need more information about image augmentation libraries. I will share more links/information with you. \n\n Please thumb up If you like this", "votes": null }, { "id": "1633429", "postDate": "12/30/2021 18:50:12", "content": "

Albumentations! 👍 https://albumentations.ai/ . Albumentations is a computer vision tool that boosts the performance of deep convolutional neural networks. It works with bounding boxes too! https://albumentations.ai/docs/getting_started/bounding_boxes_augmentation/

", "rawMarkdown": "Albumentations! 👍 [https://albumentations.ai/ ](https://albumentations.ai/). Albumentations is a computer vision tool that boosts the performance of deep convolutional neural networks. It works with bounding boxes too! [https://albumentations.ai/docs/getting_started/bounding_boxes_augmentation/](https://albumentations.ai/docs/getting_started/bounding_boxes_augmentation/)", "votes": null }, { "id": "1633748", "postDate": "12/31/2021 02:59:36", "content": "

good job
\nWoww this blog is fantastic i like reading your articles. Stay up the good work! You realize
\nطراحی سایت

", "rawMarkdown": "good job\nWoww this blog is fantastic i like reading your articles. Stay up the good work! You realize\n[طراحی سایت](https://www.dewoweb.com)", "votes": null }, { "id": "1634222", "postDate": "12/31/2021 12:43:32", "content": "

Thank you! Good summary!

", "rawMarkdown": "Thank you! Good summary!", "votes": null }, { "id": "1636178", "postDate": "01/02/2022 17:02:21", "content": "

Your welcome

", "rawMarkdown": "Your welcome", "votes": null } ], "comments": [ { "id": 1632885, "author_name": "remekkinas", "author_url": "", "post_date": "12/30/2021 07:43:31", "content": "

Nice! Thank you for sharing!

", "votes": null, "replies": [] }, { "id": 1633414, "author_name": "imuhammadismail", "author_url": "", "post_date": "12/30/2021 18:32:06", "content": "

@andradaolteanu First I'm thankful to you, for sharing this interesting article on Image Augmentation with us.
\nHere I share with you links of others image Augmentation Libraries

\n

imgaug is a library for image augmentation click here
\nAugmentor is an image augmentation library in Python for machine learning click here
\nroboflow is an image augmentation tool click here
\nAugLy: A new data augmentation library click here
\nIf you need more information about image augmentation libraries. I will share more links/information with you.

\n

Please thumb up If you like this

", "votes": null, "replies": [ { "id": 1634222, "author_name": "remekkinas", "author_url": "", "post_date": "12/31/2021 12:43:32", "content": "

Thank you! Good summary!

", "votes": null, "replies": [] }, { "id": 1636178, "author_name": "imuhammadismail", "author_url": "", "post_date": "01/02/2022 17:02:21", "content": "

Your welcome

", "votes": null, "replies": [] } ] }, { "id": 1633429, "author_name": "vad13irt", "author_url": "", "post_date": "12/30/2021 18:50:12", "content": "

Albumentations! 👍 https://albumentations.ai/ . Albumentations is a computer vision tool that boosts the performance of deep convolutional neural networks. It works with bounding boxes too! https://albumentations.ai/docs/getting_started/bounding_boxes_augmentation/

", "votes": null, "replies": [] }, { "id": 1633748, "author_name": "dewoweb", "author_url": "", "post_date": "12/31/2021 02:59:36", "content": "

good job
\nWoww this blog is fantastic i like reading your articles. Stay up the good work! You realize
\nطراحی سایت

", "votes": null, "replies": [] } ], "raw_markdown_by_id": { "1632350": "Hello!\n\nI have found this amazing article that showcases in very much detail how to do Image Augmentation when doing **Object Detection**.\n\nThere are lots of tools and helpful libraries for Image Augmentation, but *I couldn't find any (and if you know some, please do share them :) ) to also include/apply on bounding boxes*.\n\nI have used the libraries [in my notebook](https://www.kaggle.com/andradaolteanu/greatbarrierreef-full-guide-to-bboxaugmentation), but I want to leave the links here if anybody is interested in diving deeper into the math behind it and check out the repo that the brilliant author made.\n\n**[Part 1: Basic Design and Horizontal Flipping](https://blog.paperspace.com/data-augmentation-for-bounding-boxes/)**\n\n
\n\n**[Part 2: Scaling and Translation](https://blog.paperspace.com/data-augmentation-bounding-boxes-scaling-translation/)**\n\n
\n\n
\n\n**[Part 3: Rotation and Shearing](https://blog.paperspace.com/data-augmentation-for-object-detection-rotation-and-shearing/)**\n\n
\n\n
\n\n**[Part 4: Baking augmentation into input pipelines](https://blog.paperspace.com/data-augmentation-for-object-detection-building-input-pipelines/)**", "1632885": "Nice! Thank you for sharing!", "1633414": "andradaolteanu First I'm thankful to you, for sharing this interesting article on Image Augmentation with us.\nHere I share with you links of others image Augmentation Libraries \n\n**imgaug** is a library for image augmentation[ click here](https://imgaug.readthedocs.io/en/latest/index.html)\n**Augmentor** is an image augmentation library in Python for machine learning [ click here](https://pythonrepo.com/repo/mdbloice-Augmentor-python-deep-learning)\n**roboflow** is an image augmentation tool [click here](https://blog.roboflow.com/introducing-bounding-box-level-augmentations/)\n**AugLy:** A new data augmentation library [click here](https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/)\nIf you need more information about image augmentation libraries. I will share more links/information with you. \n\n Please thumb up If you like this", "1633429": "Albumentations! 👍 [https://albumentations.ai/ ](https://albumentations.ai/). Albumentations is a computer vision tool that boosts the performance of deep convolutional neural networks. It works with bounding boxes too! [https://albumentations.ai/docs/getting_started/bounding_boxes_augmentation/](https://albumentations.ai/docs/getting_started/bounding_boxes_augmentation/)", "1633748": "good job\nWoww this blog is fantastic i like reading your articles. Stay up the good work! You realize\n[طراحی سایت](https://www.dewoweb.com)", "1634222": "Thank you! Good summary!", "1636178": "Your welcome" }, "source": "meta" }