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Samrat Sahoo

Latest Posts by Samrat Sahoo

How to Train YOLOX On a Custom Dataset

2 Aug 2021 • 6 min read

How to Train YOLOX On a Custom Dataset

The YOLO family continues to grow with the next model: YOLOX. In this post, we will walk through how you can train YOLOX to recognize object detection data for your custom use case.

How AI Protects My Garden from Rabbits

12 Jul 2021 • 11 min read

How AI Protects My Garden from Rabbits

Rabbits were eating all of my vegetables. I decided to take a stand and implement a computer vision enabled system to automatically spook them away from my garden.

How to Train YOLOR on a Custom Dataset

2 Jul 2021 • 7 min read

How to Train YOLOR on a Custom Dataset

The YOLO family recently got a new champion - YOLOR: You Only Learn One Representation. In this post, we will walk through how you can train YOLOR to recognize object detection data for your custom use case.

How to Train MobileNetV2 On a Custom Dataset

14 Jun 2021 • 6 min read

How to Train MobileNetV2 On a Custom Dataset

In this post, we will walk through how you can train MobileNetV2 to recognize image classification data for your custom use case.

How to Train the Hugging Face Vision Transformer On a Custom Dataset

6 Jun 2021 • 6 min read

How to Train the Hugging Face Vision Transformer On a Custom Dataset

Learn how to train a Hugging Face Vision Transformer on a custom dataset for classification.

License Plate Detection and OCR on an NVIDIA Jetson

27 May 2021 • 6 min read

License Plate Detection and OCR on an NVIDIA Jetson

In this blog, we discuss how to train and deploy a custom license plate detection model to the NVIDIA Jetson. While we focus on the detection of license plates in particular, this guide also provides an end-to-end guide on deploying custom computer vision models to your NVIDIA Jetson on the edge.

What is a Cutout Augmentation and When Can it Help?

24 May 2021 • 3 min read

What is a Cutout Augmentation and When Can it Help?

Applying data augmentations [https://blog.roboflow.com/boosting-image-detection-performance-with-data-augmentation/]is one of the most essential steps when developing your dataset. Roboflow offers a wide variety of augmentations that you can apply to your dataset including an augmentation called the cutout augmentation. In this blog you will learn: * What cutout augmentations are

License Plate Detection and OCR using Roboflow Inference API

14 May 2021 • 10 min read

License Plate Detection and OCR using Roboflow Inference API

In this post, we’ll walk you through creating a license plate detection and OCR model using Roboflow that you can programmatically use for your own projects.

How to Train a Custom Mobile Object Detection Model (with YOLOv4 Tiny and TensorFlow Lite)

22 Aug 2020 • 8 min read

How to Train a Custom Mobile Object Detection Model (with YOLOv4 Tiny and TensorFlow Lite)

Learn how to train a custom mobile object detection model with YOLOv4 tiny and TensorFlow Lite.

Train a YOLOv4-tiny Model on a Custom Dataset

1 Jul 2020 • 6 min read

Train a YOLOv4-tiny Model on a Custom Dataset

Learn how to train a YOLOv4-tiny model on a custom dataset.

How to Train YOLOv4 on a Custom Dataset

21 May 2020 • 9 min read

How to Train YOLOv4 on a Custom Dataset

Learn how to train a YOLOv4 model on a custom dataset.

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