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Related Objects of Interest: sign-language , ============================== , the following pre-processing was applied to each image: , hello , roboflow is an end-to-end computer vision platform that helps you , * auto-orientation of pixel data (with exif-orientation stripping) , i love you , thank you , the following augmentation was applied to create 3 versions of each source image: , * collaborate with your team on computer vision projects
![](https://source.roboflow.com/10bJVaFxq6b4PIjMYsf3z0x20rF3/dOQvraTnPaizjLz6uTOb/thumb.jpg)
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1440 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time19202122232425==============================ABCD
![](https://source.roboflow.com/nAwEb4mXJbdGBZCqsDRASi41Vin2/uFhlOcoG60ZE3BCawuaz/thumb.jpg)
![](https://source.roboflow.com/nAwEb4mXJbdGBZCqsDRASi41Vin2/uFhlOcoG60ZE3BCawuaz/annotation-Sign-Language.png)
![](https://source.roboflow.com/NK7HcbMEfOWiiOeT0tnLrrP6OHx2/gah1UBEsePqKX8VkgiQI/thumb.jpg)
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1728 images
- Auto-orientation of pixel data (with EXIF-orientation stripping)- Random Gaussian blur of between 0 and 1-25 pixels- Random brigthness adjustment of between -25 and +25 percent- Random rotation of between -5 and +5 degrees- Random shear of between -5° to +5° horizontally and -5° to +5° vertically- Randomly crop between 0 and 20 percent of the image- Resize to 416x416 (Stretch)- collaborate with your team on computer vision projects- understand unstructured image data- use active learning to improve your dataset over time22232425==============================American Sign Language Letters - v1 v1It includes 1728 images-Letters are annotated in YOLO v7 PyTorch format-Roboflow is an end-to-end computer vision platform that helps youThe following augmentation was applied to create 3 versions of each source image:
![](https://source.roboflow.com/DWZNqILWj9OdXp3wbwqXUfevwmC2/01VczrolzEANx1oRwphg/thumb.jpg)
![](https://source.roboflow.com/DWZNqILWj9OdXp3wbwqXUfevwmC2/01VczrolzEANx1oRwphg/annotation-hand-signs.png)
1720 images
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 1.25 pixels* Random brigthness adjustment of between -25 and +25 percent* Random rotation of between -5 and +5 degrees* Random shear of between -5° to +5° horizontally and -5° to +5° vertically* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand unstructured image data* use active learning to improve your dataset over time22232425==============================American Sign Language Letters - v1 v1
![](https://source.roboflow.com/gzHIjMFBXYOMzMnUk4S4XtML8om2/00UkhKNsn3eV4j8Dyf05/thumb.jpg)
![](https://source.roboflow.com/gzHIjMFBXYOMzMnUk4S4XtML8om2/00UkhKNsn3eV4j8Dyf05/annotation-letter.png)
1760 images
* 50% probability of horizontal flip* 50% probability of vertical flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 1.5 pixels* Random exposure adjustment of between -10 and +10 percent* Randomly crop between 0 and 20 percent of the image* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time242526==============================American Sign Language Letters - v2 2024-12-10 12:43pmFor state of the art Computer Vision training notebooks you can use with this dataset,Letters are annotated in YOLOv8 format.
![](https://source.roboflow.com/l3U2ZqjMKASihEpslQniAmKSAbr2/01yXcz38YM7FULno5vm2/thumb.jpg)
![](https://source.roboflow.com/l3U2ZqjMKASihEpslQniAmKSAbr2/01yXcz38YM7FULno5vm2/annotation-ASL.png)
1728 images1 model
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random brigthness adjustment of between -25 and +25 percent* Random rotation of between -5 and +5 degrees* Random shear of between -5° to +5° horizontally and -5° to +5° vertically* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand unstructured image data* use active learning to improve your dataset over time2324==============================AASLAmerican Sign Language Letters - v1 v1B
![](https://source.roboflow.com/83ekFqLU0mRVVqbULKfZboVOdVQ2/03vkqwMgniHsG2fminB7/thumb.jpg)
![](https://source.roboflow.com/83ekFqLU0mRVVqbULKfZboVOdVQ2/03vkqwMgniHsG2fminB7/annotation-letters.png)
1720 images
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 1.25 pixels* Random brigthness adjustment of between -25 and +25 percent* Random rotation of between -5 and +5 degrees* Random shear of between -5° to +5° horizontally and -5° to +5° vertically* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (Stretch)1516171819202122232425==============================
![](https://source.roboflow.com/0vTfCziGKFUUDdBz40YQUmDRu5s2/01SbnztXCFYvicRuz2iZ/thumb.jpg)
![](https://source.roboflow.com/0vTfCziGKFUUDdBz40YQUmDRu5s2/01SbnztXCFYvicRuz2iZ/annotation-letters.png)
1720 images1 model
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 1.25 pixels* Random brigthness adjustment of between -25 and +25 percent* Random rotation of between -5 and +5 degrees* Random shear of between -5° to +5° horizontally and -5° to +5° vertically* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (Stretch)1516171819202122232425==============================
![](https://source.roboflow.com/A0A5lmhGrvRRTieDu6xlzLljAhm1/02WqfDJfqvedhqLDS70N/thumb.jpg)
![](https://source.roboflow.com/A0A5lmhGrvRRTieDu6xlzLljAhm1/02WqfDJfqvedhqLDS70N/annotation-Trashes.png)
1720 images1 model
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 1.25 pixels* Random brigthness adjustment of between -25 and +25 percent* Random rotation of between -5 and +5 degrees* Random shear of between -5° to +5° horizontally and -5° to +5° vertically* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (Stretch)1516171819202122232425==============================
![](https://source.roboflow.com/HY1AFn5v7DR9IEC11KLhxaEJiqk1/00cdpJeYgWbln0PKBxb1/thumb.jpg)
![](https://source.roboflow.com/HY1AFn5v7DR9IEC11KLhxaEJiqk1/00cdpJeYgWbln0PKBxb1/annotation-letters.png)
9994 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time192021222324252627282930
![](https://source.roboflow.com/fxrtiL2EuMXeyqvZ5JVxfkzxGap1/03v5vnseL4LOjgoUTjsb/thumb.jpg)
![](https://source.roboflow.com/fxrtiL2EuMXeyqvZ5JVxfkzxGap1/03v5vnseL4LOjgoUTjsb/annotation-2.png)
160 images
* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* use active learning to improve your dataset over time==============================ABCDEFFor state of the art Computer Vision training notebooks you can use with this dataset,GHIJKRoboflow is an end-to-end computer vision platform that helps youThis dataset was exported via roboflowTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
![](https://source.roboflow.com/l3U2ZqjMKASihEpslQniAmKSAbr2/01yXcz38YM7FULno5vm2/thumb.jpg)
![](https://source.roboflow.com/l3U2ZqjMKASihEpslQniAmKSAbr2/01yXcz38YM7FULno5vm2/annotation-ASL.png)
1728 images1 model
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random brigthness adjustment of between -25 and +25 percent* Random rotation of between -5 and +5 degrees* Random shear of between -5° to +5° horizontally and -5° to +5° vertically* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand unstructured image data* use active learning to improve your dataset over time2324==============================AASLAmerican Sign Language Letters - v1 v1B