Model Training

16 Jul 2024 • 8 min read

What is the Open Images Dataset? A Deep Dive.

The Open Images Dataset was released by Google in 2016, and it is one of the largest and most diverse collections of labeled images. Since then, Google has regularly updated and improved it. The latest version of the dataset, Open Images V7, was introduced in 2022.  Globally, researchers and developers

11 Jul 2024 • 11 min read

How to Train RT-DETR on a Custom Dataset with Transformers

💡Looking for RF-DETR, the state-of-the-art real-time object detection model developed by Roboflow ? Check out the RF-DETR training guide. RF-DETR runs in real time, is the first model to achieve 60+ on COCO, and is state-of-the-art on the RF100-VL benchmark. RT-DETR, short for "Real-Time DEtection TRansformer", is a computer

5 Jul 2024 • 5 min read

How to Use GPT-4 To Extract Handwritten Text from Images

This guide walks you through the process of building, training, and deploying a custom computer vision workflow using OpenAI and Roboflow. The process is broken down into three steps: * Building the model * Connecting the model to a Workflow * Writing code to get the outputs 0:00 /0:07 1× Through

25 Jun 2024 • 12 min read

How to Fine-tune Florence-2 for Object Detection Tasks

This tutorial will show you how to fine-tune Florence-2 on object detection datasets to improve model performance for your specific use case.

14 Jun 2024 • 7 min read

What is YOLOv10? An Architecture Deep Dive.

Learn about the main architectural components of YOLOv10 that contribute to the model's state-of-the-art speed and accuracy.

24 May 2024 • 6 min read

How to Train a YOLOv10 Model on a Custom Dataset

Learn how to train a YOLOv10 model using a custom dataset.

20 May 2024 • 6 min read

What is New in YOLOv9? An Architecture Deep Dive.

Learn what YOLOv9 is and what architectural features allow YOLOv9 to achieve strong performance on object detection and segmentation tasks.

17 May 2024 • 8 min read

Finetuning Moondream2 for Computer Vision Tasks

In this guide, we finetune and improve Moondream2, a small, local, fast multimodal Vision Language Model, for a computer vision task.

26 Mar 2024 • 5 min read

What is YOLOv3? An Introductory Guide.

Learn what YOLOv3 is and the notable architectural eatures of this model.

21 Mar 2024 • 8 min read

What is OpenCV? A Guide for Beginners.

Learn what OpenCV is, what you can do with OpenCV, how OpenCV performs on various tasks when run on CPU vs. GPU, and more.

13 Mar 2024 • 10 min read

What is Visual Question Answering (VQA)?

Learn what Visual Question Answering (VQA) is, how it works, and explore models commonly used for VQA.

29 Feb 2024 • 5 min read

How to Use YOLO-World With Active Learning to Train a Custom Model

In this guide, we demonstrate an approach where we can start using the benefits of YOLO-World now, while simultaneously collecting data to train a faster custom model later.

28 Feb 2024 • 9 min read

Build an Image Search Engine with CLIP using Intel Gaudi2 HPUs

Learn how to use the Intel Gaudi2 chip to build an image search engine with CLIP embeddings.

27 Feb 2024 • 6 min read

What is a Computer Vision Engineer?

Learn what a computer vision engineer is, the responsibilities computer vision engineers have, the skills you need to become a vision engineer, and.more.

23 Feb 2024 • 9 min read

How to Train YOLOv9 on a Custom Dataset

Learn how to train a YOLOv9 model on a custom dataset.

20 Feb 2024 • 8 min read

Build Enterprise Datasets with CLIP for Multimodal Model Training Using Intel Gaudi2 HPUs

In this guide, learn how to use CLIP on Intel Gaudi2 HPUs to deduplicate datasets before training large multimodal vision models.

16 Feb 2024 • 5 min read

How to Use Multiple Models to Label Datasets with Autodistill

In this guide, we cover the benefits of and how to combine multiple models in order to automatically label a dataset of images.

16 Feb 2024 • 5 min read

How to Detect Objects with YOLO-World

Learn how to detect objects with YOLO-World, a zero-shot, open-vocabulary object detection model.

6 Feb 2024 • 7 min read

How to Train a YOLOv8 Oriented Bounding Box (OBB) Model

Learn how to train a YOLOv8 Oriented Bounding Boxes model with a dataset labeled on Roboflow.

6 Feb 2024 • 5 min read

Vision Tools: Using Computer and Machine Vision

Learn how to use computer and machine vision to improve efficiency on your manufacturing line.

26 Jan 2024 • 4 min read

What is FFmpeg? A Guide for Computer Vision Tasks.

In this guide, we show how to install FFmpeg and use FFmpeg to convert videos between formats and split a video into frames for use in training a vision model.

19 Jan 2024 • 6 min read

Launch: Active Learning with Roboflow

In this guide, learn how to use Roboflow's active learning features to improve performance of your computer vision models.

11 Jan 2024 • 3 min read

How to Label Floor Plan Data for Computer Vision Models

In this guide, learn how to effectively label floor plan data for use in training computer vision models.

11 Jan 2024 • 4 min read

Sports Data Annotation: How to Label Sports Data for Computer Vision Models

In this guide, we discuss tips on how to effectively label sports data for use in training computer vision models.