An exhaustive offline data augmentation was done to circumvent the
![](https://www.researchgate.net/publication/327929973/figure/fig3/AS:820422299906049@1572615327787/An-exhaustive-offline-data-augmentation-was-done-to-circumvent-the-scarcity-of-training.jpg)
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Image Augmentation for Deep Learning using Keras and Histogram
![](https://www.researchgate.net/publication/317055401/figure/fig1/AS:497255123779584@1495566268232/Enface-image-of-OCT-volume-Fig-2-Enface-image-of-OCTA-volume.png)
Enface image of OCT volume. Fig. 2. Enface image of OCTA volume.
![](https://www.researchgate.net/publication/375753870/figure/fig1/AS:11431281205650746@1700401253944/Representative-case-of-the-lifting-edge-type-of-Bergmeister-papilla-A-Fundus-photograph_Q320.jpg)
Number of Enrolled Participants, Eligible Eyes, and Eyes That Were
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Image Data Augmentation — Computer Vision, Deep Learning
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Shamira PERERA, Senior Consultant, MBBS(hons) Bsc(hons) FRCOphth, Singapore National Eye Centre, Singapore, Glaucoma
![](https://i1.rgstatic.net/publication/334279066_A_survey_on_Image_Data_Augmentation_for_Deep_Learning/links/5fc4796b299bf104cf944eef/largepreview.png)
PDF) A survey on Image Data Augmentation for Deep Learning
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Apply Data Augmentation on YOLOv5/YOLOv8 Dataset
![](https://media.springernature.com/m685/springer-static/image/art%3A10.1007%2Fs10115-023-01853-2/MediaObjects/10115_2023_1853_Fig6_HTML.png)
A survey of automated data augmentation algorithms for deep
![](https://i1.rgstatic.net/ii/profile.image/527222956097536-1502711156955_Q64/Meghna-Beotra.jpg)
Shamira PERERA, Senior Consultant, MBBS(hons) Bsc(hons) FRCOphth, Singapore National Eye Centre, Singapore, Glaucoma
![](https://huggingface.co/blog/assets/116_audio_datasets/common_voice.jpg)
A Complete Guide to Audio Datasets
![](https://miro.medium.com/v2/resize:fit:1400/1*3gAayKvJQPs6BVkCDj28fQ.png)
Quick steps to do Data Augmentation for your model
![](https://i1.rgstatic.net/ii/profile.image/277501680078848-1443172964058_Q512/Shamira-Perera.jpg)
Shamira PERERA, Senior Consultant, MBBS(hons) Bsc(hons) FRCOphth, Singapore National Eye Centre, Singapore, Glaucoma
![](https://miro.medium.com/v2/resize:fit:1400/1*Kd4PlhpU1I-tr1PK7WDsgQ.jpeg)
Complete Guide to Data Augmentation for Computer Vision