Model Training

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 an Ultralytics 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 • 3 min read

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.

10 Jan 2024 • 5 min read

What is Machine Vision?

In this guide, we discuss what machine vision is and how you can use machine vision for defect detection and product quality assurance.

10 Jan 2024 • 8 min read

How to Train a Custom Ultralytics YOLOv8 Pose Estimation Model

In this guide, we walk through how to train a custom YOLOv8 pose estimation model with your own dataset.

4 Jan 2024 • 7 min read

What is YOLOv6? The Ultimate Guide.

In this guide, we discuss what YOLOv6 is, how the model works, and the architectural improvements made in YOLOv6 over its predecessors.

4 Jan 2024 • 7 min read

What is YOLOv7? A Complete Guide.

In this guide, we discuss what YOLOv7 is, how the model works, and the novel model architecture changes in YOLOv7.

21 Dec 2023 • 5 min read

NeurIPS 2023 Papers Highlights

Introduction NeurIPS 2023, the conference and workshop on Neural Information Processing Systems, took place December 10th through 16th. The conference showcased the latest in machine learning and artificial intelligence. This year’s conference featured 3,584 papers that advance machine learning across many domains. NeurIPS announced the NeurIPS 2023 award-winning

19 Dec 2023 • 5 min read

Detecting Complex and Amorphous Features of Marine Sponges

In this post, Andy Portalatin describes work done for his master's thesis toward detecting complex and amorphous features of marine sponges.

12 Dec 2023 • 8 min read

What is Few-Shot Learning?

In this blog post, we discuss what few-shot learning is, architectural approaches for implementing few-shot learning, and specific implementations of few-shot learning techniques.

6 Dec 2023 • 6 min read

Comparing Custom Models to Google Cloud Vision API

In this guide, we go over how to evaluate object detection models on Roboflow Universe versus Google Cloud Vision.

6 Dec 2023 • 7 min read

How to Detect Objects with YOLOv8

Learn how to detect objects with YOLOv8 using pre-trained and custom-trained object detection models.

16 Nov 2023 • 5 min read

What is Zero-Shot Classification?

Learn what zero-shot classification is, what zero-shot classification is used for, and how to use zero-shot classification to solve computer vision problems.

16 Nov 2023 • 6 min read

What is an Image Embedding?

Learn what image embeddings are and explore four use cases for embeddings: classifying images and video, clustering images, and image search.

7 Nov 2023 • 4 min read

DINO-GPT4-V: Use GPT-4V in a Two-Stage Detection Model

In this guide, we introduce DINO-GPT4V, a model that uses Grounding DINO to detect general objects and GPT-4V to refine labels.

31 Oct 2023 • 6 min read

What is Keypoint Detection?

In this guide, we discuss what keypoint detection is, common architectures used for keypoint detection, and the high-level steps to build a keypoint detection model.

24 Oct 2023 • 6 min read

Launch: Roboflow Logistics Pre-trained Object Detection Model

The Roboflow Logistics Model, trained on 99,238 images across 20 classes, offers a domain-specific advantage for logistics vision use cases.

24 Oct 2023 • 4 min read

Comparing Computer Vision Models On Custom Data

In this guide, show how to compare how two person detection models on Roboflow Universe perform using a benchmark dataset and supervision.