• 5 min read
How to Moderate Video Content
Learn how to use the Roboflow Video Inference API to moderate video content.
• 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.
• 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.
• 3 min read
Roboflow Video Inference with Custom Annotators
SUMMARY
This tutorial builds a video inference pipeline for logistics monitoring by loading a pre-trained object detection model from Roboflow Universe and running it frame-by-frame on a warehouse video. Custom visual overlays including bounding boxes, class labels, and object tracking are applied to each frame using the
• 5 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.
• 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.
• 6 min read
How to Use MetaCLIP
Learn what MetaCLIP is, how the model performs on benchmarks, and how to use MetaCLIP.
• 5 min read
How to Use FastViT
In this guide, we talk about what FastViT is and show how to experiment with FastViT using the autodistill-fastvit wrapper.
• 8 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.
• 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.
• 5 min read
GPT-4 Vision Prompt Injection
In this article, we explore what prompt injection is and the techniques people have been using to perform prompt injection attacks on GPT-4.
• 7 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.
• 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.
• 6 min read
AI Image Tagging: 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.
• 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.
• 6 min read
Label a Computer Vision Dataset with Azure Custom Vision
In this guide, you will learn how to label a dataset in Azure Custom Vision for use in training a computer vision model.
• 8 min read
Train a Computer Vision Model with Azure Custom Vision
In this guide, you will learn how to train a computer vision model using Azure Custom Vision.
• 5 min read
Label a Computer Vision Dataset with AWS Rekognition Custom Labels
In this guide, we show how to label a computer vision dataset with AWS Rekognition Custom Labels.
• 6 min read
Label a Computer Vision Dataset with Vertex AI
In this guide, we show you how to label computer vision datasets using Vertex AI.
• 8 min read
Train a Computer Vision Model with Vertex AI
In this guide, you will learn how to train a computer vision model with Vertex AI. You will also learn how to deploy an endpoint to test your model.
• 11 min read
GPT-4 with Vision: Complete Guide and Evaluation
In this guide, we share findings experimenting with GPT-4 with Vision, released by OpenAI in September 2023.
• 7 min read
How to Monitor a Video with Computer Vision
In this guide, we show how to monitor a video for the presence and absence of objects across frames and time in a video.
• 5 min read
How to Run Inference with UDP on Roboflow Inference
In this guide, we show how to run inference using computer vision models over a UDP connection.
• 4 min read
How to Use SAHI to Detect Small Objects
In this guide, we show how to use the SAHI implementation in the supervision Python package to detect small objects in images.
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