Is there any augmentation tool for images and bounding boxes?
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I don't have a lot of training data and I'm looking for some tools in python or executable program like labelimg that do some heavy augmentation on images, even better if they also change bounding boxes coordinate accordingly. Any help will be appreciated!
python computer-vision tools data-augmentation
edited 7 mins ago
AlexK
1135
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
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add a comment |
$begingroup$
I don't have a lot of training data and I'm looking for some tools in python or executable program like labelimg that do some heavy augmentation on images, even better if they also change bounding boxes coordinate accordingly. Any help will be appreciated!
python computer-vision tools data-augmentation
edited 7 mins ago
AlexK
1135
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
$endgroup$
add a comment |
$begingroup$
I don't have a lot of training data and I'm looking for some tools in python or executable program like labelimg that do some heavy augmentation on images, even better if they also change bounding boxes coordinate accordingly. Any help will be appreciated!
python computer-vision tools data-augmentation
edited 7 mins ago
AlexK
1135
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
$endgroup$
I don't have a lot of training data and I'm looking for some tools in python or executable program like labelimg that do some heavy augmentation on images, even better if they also change bounding boxes coordinate accordingly. Any help will be appreciated!
python computer-vision tools data-augmentation
python computer-vision tools data-augmentation
edited 7 mins ago
AlexK
1135
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
edited 7 mins ago
AlexK
1135
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
edited 7 mins ago
AlexK
1135
edited 7 mins ago
AlexK
1135
edited 7 mins ago
AlexK
1135
1135
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
asked Mar 18 at 4:01
Hoang Dang TuanHoang Dang Tuan
355
355
add a comment |
add a comment |
2 Answers
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I think you should look into imgaug. It supports most image augmentation and does have support for bounding boxes.
Docs: https://imgaug.readthedocs.io/en/latest/
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
$endgroup$
$begingroup$
Thank a lot Simon! Just what I'm looking for
$endgroup$
– Hoang Dang Tuan
Mar 19 at 6:17
add a comment |
$begingroup$
Other widely used Python libraries for data augmentation include:
OpenCV: has functions/methods for bounding boxes, changing color space, scaling, cropping, translation, rotation, filters, blur, thresholding, etc.
Scikit-image: also has features allowing converting from another color space to another, resizing/rescaling/rotating, erosion/dilation, filters, etc.
Pillow: also has features for color space conversion, resizing/rotation/cropping, filters, pixel-level transformations, etc.
answered 3 hours ago
AlexKAlexK
1135
New contributor
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
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$begingroup$
I think you should look into imgaug. It supports most image augmentation and does have support for bounding boxes.
Docs: https://imgaug.readthedocs.io/en/latest/
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
$endgroup$
$begingroup$
Thank a lot Simon! Just what I'm looking for
$endgroup$
– Hoang Dang Tuan
Mar 19 at 6:17
add a comment |
$begingroup$
I think you should look into imgaug. It supports most image augmentation and does have support for bounding boxes.
Docs: https://imgaug.readthedocs.io/en/latest/
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
$endgroup$
$begingroup$
Thank a lot Simon! Just what I'm looking for
$endgroup$
– Hoang Dang Tuan
Mar 19 at 6:17
add a comment |
$begingroup$
I think you should look into imgaug. It supports most image augmentation and does have support for bounding boxes.
Docs: https://imgaug.readthedocs.io/en/latest/
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
$endgroup$
I think you should look into imgaug. It supports most image augmentation and does have support for bounding boxes.
Docs: https://imgaug.readthedocs.io/en/latest/
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
answered Mar 18 at 7:54
Simon LarssonSimon Larsson
52312
52312
$begingroup$
Thank a lot Simon! Just what I'm looking for
$endgroup$
– Hoang Dang Tuan
Mar 19 at 6:17
add a comment |
$begingroup$
Thank a lot Simon! Just what I'm looking for
$endgroup$
– Hoang Dang Tuan
Mar 19 at 6:17
$begingroup$
Thank a lot Simon! Just what I'm looking for
$endgroup$
– Hoang Dang Tuan
Mar 19 at 6:17
$begingroup$
Thank a lot Simon! Just what I'm looking for
$endgroup$
– Hoang Dang Tuan
Mar 19 at 6:17
add a comment |
$begingroup$
Other widely used Python libraries for data augmentation include:
OpenCV: has functions/methods for bounding boxes, changing color space, scaling, cropping, translation, rotation, filters, blur, thresholding, etc.
Scikit-image: also has features allowing converting from another color space to another, resizing/rescaling/rotating, erosion/dilation, filters, etc.
Pillow: also has features for color space conversion, resizing/rotation/cropping, filters, pixel-level transformations, etc.
answered 3 hours ago
AlexKAlexK
1135
New contributor
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
Other widely used Python libraries for data augmentation include:
OpenCV: has functions/methods for bounding boxes, changing color space, scaling, cropping, translation, rotation, filters, blur, thresholding, etc.
Scikit-image: also has features allowing converting from another color space to another, resizing/rescaling/rotating, erosion/dilation, filters, etc.
Pillow: also has features for color space conversion, resizing/rotation/cropping, filters, pixel-level transformations, etc.
answered 3 hours ago
AlexKAlexK
1135
New contributor
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
Other widely used Python libraries for data augmentation include:
OpenCV: has functions/methods for bounding boxes, changing color space, scaling, cropping, translation, rotation, filters, blur, thresholding, etc.
Scikit-image: also has features allowing converting from another color space to another, resizing/rescaling/rotating, erosion/dilation, filters, etc.
Pillow: also has features for color space conversion, resizing/rotation/cropping, filters, pixel-level transformations, etc.
answered 3 hours ago
AlexKAlexK
1135
New contributor
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
Other widely used Python libraries for data augmentation include:
OpenCV: has functions/methods for bounding boxes, changing color space, scaling, cropping, translation, rotation, filters, blur, thresholding, etc.
Scikit-image: also has features allowing converting from another color space to another, resizing/rescaling/rotating, erosion/dilation, filters, etc.
Pillow: also has features for color space conversion, resizing/rotation/cropping, filters, pixel-level transformations, etc.
answered 3 hours ago
AlexKAlexK
1135
New contributor
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
edited 3 hours ago
answered 3 hours ago
AlexKAlexK
1135
New contributor
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
answered 3 hours ago
AlexKAlexK
1135
answered 3 hours ago
AlexKAlexK
1135
1135
New contributor
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
New contributor
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
AlexK is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
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