Model Deployment

20 Dec 2023 • 3 min read

How to Deploy CogVLM on AWS

Guide on deploying a CogVLM Inference Server with 4-bit quantization on Amazon Web Services, covering setup of EC2 instances, configuring hardware and software requirements, and starting the inference server with Docker.

14 Dec 2023 • 5 min read

How to Deploy CogVLM

In this guide, learn how to deploy the CogVLM multimodal model on your own infrastructure with Roboflow Inference.

13 Dec 2023 • 6 min read

How to Use Grounded EdgeSAM

Learn how to use Grounded EdgeSAM to auto-label data for use in training an image segmentation model.

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.

1 Dec 2023 • 5 min read

How to Moderate Video Content

Learn how to use the Roboflow Video Inference API to moderate video content.

1 Dec 2023 • 5 min read

How to Deploy Computer Vision Models Offline

In this guide, we walk through how to deploy computer vision models (i.e. YOLOv8) offline using Roboflow Inference.

1 Dec 2023 • 4 min read

How to Blur People in Images and Videos with an API

In this guide, we show how to use the Roboflow Video Inference API and supervision to blur people in images and videos.

28 Nov 2023 • 5 min read

How to Load Image Embeddings into Pinecone

In this guide, learn how to calculate CLIP embeddings with Roboflow Inference and save the results in a Pinecone vector database.

27 Nov 2023 • 3 min read

Roboflow Video Inference with Custom Annotators

Performing real-time video inference is crucial for many applications like autonomous vehicles, security systems, logistics, and more. However, setting up a robust video inference pipeline can be time consuming. You need a trained computer vision model, inference code, and visualization tools to annotate each frame. This is a lot of

27 Nov 2023 • 5 min read

How to Load CLIP Image Embeddings into LanceDB

Learn how to calculate CLIP embeddings using Roboflow Inference and save them into LanceDB.

23 Nov 2023 • 7 min read

GPT-4 Vision Alternatives

Explore alternatives to GPT-4 Vision with Large Multimodal Models such as Qwen-VL and CogVLM, and fine-tuned detection models.

22 Nov 2023 • 4 min read

How to Search Video Frames with Roboflow

Build a search engine that lets you find frames in a video with text queries using Roboflow Inference.

15 Nov 2023 • 4 min read

How to Use Roboflow with GPT-4 Vision

Explore ways you can use Roboflow with GPT-4 Vision to solve computer vision problems.

7 Nov 2023 • 4 min read

Distilling GPT-4 for Classification with an API

In this guide, learn how to distill GPT-4V to train an image classification 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.

19 Oct 2023 • 7 min read

Using the Roboflow License Server

In this guide, learn what the Roboflow License Server is, how it works with Inference, and why you may want to use the server.

19 Oct 2023 • 4 min read

How to Run Computer Vision Models on RTSP Streams

Learn how to run computer vision models on frames from an RTSP camera.

16 Oct 2023 • 6 min read

Launch: Roboflow Inference Server CLI

In this guide, you’ll learn how to use the new Roboflow Inference command-line tool to start an inference server on your machine and run inference locally.

9 Oct 2023 • 6 min read

Deploy Computer Vision Models with Roboflow Inference and GCP

In this guide, we will walk through how to deploy computer vision models using GCP Compute Engineand Roboflow Inference.

9 Oct 2023 • 5 min read

Deploy Computer Vision Models with Roboflow Inference and Azure

In this guide, we will walk through how to deploy computer vision models with Roboflow Inference and Microsoft Azure.

9 Oct 2023 • 6 min read

How to Use a Free Image Tagging API

In this guide, we show you how to use the free Roboflow image tagging API (powered by CLIP) to assign tags to images.

9 Oct 2023 • 7 min read

Train a Computer Vision Model with AWS Rekognition Custom Labels

In this guide, you will learn how to train a computer vision model using AWS Rekognition Custom Labels.