Discover roboflow/video-inference Open Source project

Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.

22,657

notebooks

computer vision and sports

5,261

sports

Must-have resource for anyone who wants to experiment with and build on the OpenAI vision API 🔥

2,310

awesome-openai-vision-api-experiments

streamline the fine-tuning process for multimodal models: PaliGemma, Florence-2, and Qwen2-VL

1,633

maestro

A fast, easy-to-use, production-ready inference server for computer vision supporting deployment of many popular model architectures and fine-tuned models.

1,328

inference

The official Roboflow Python package. Manage your datasets, models, and deployments. Roboflow has everything you need to build a computer vision application.

1,299

roboflow-python

webcamGPT - chat with video stream 💬 + 📸

289

webcamGPT

Code for replicating Roboflow 100 benchmark results and programmatically downloading benchmark datasets

253

roboflow-100-benchmark

Detect objects in drone videos and plot them on a map

244

dji-aerial-georeferencing

A catalog of naturally occurring images whose Apple NeuralHash is identical.

198

neuralhash-collisions

A template repo holding our common setup for a python project

151

template-python

A web utility to draw polygons and retrieve their coordinates for computer vision applications.

polygonzone

Which model is the best at object detection? Which is best for small or large objects? We compare the results in a handy leaderboard.

model-leaderboard

A simple tool for automatic image annotation using Roboflow API

auto-annotate

Build an in-browser model experience like the one on the Roboflow homepage.

homepage-demo

A computer vision powered Blackjack basic strategy app powered by Roboflow.

blackjack-basic-strategy

Interface with the Roboflow API and Python package for running inference (receiving predictions) and customizing result images from your Roboflow Train computer vision models.

roboflow-computer-vision-utilities

Evaluate the performance of computer vision models and prompts for zero-shot models (Grounding DINO, CLIP, BLIP, DINOv2, ImageBind, models hosted on Roboflow)

cvevals

Monitor the performance of OpenAI's GPT-4V model over time.

gpt-checkup

HTML

roboflow-collect

Passively collect images for computer vision datasets on the edge.

Article about deploying machine learning models using grpc, pytorch and asyncio

deploy-models-with-grpc-pytorch-asyncio

Start using computer vision in two minutes with our interactive Python notebook experience.

RoboflowExpoExample

Java

quickstart-python

Flask-based web application designed to compare text and image embeddings using the CLIP model.

clip_video_app

Use Supabase as a drop-in replacement for Firebase

supashim

repo for versioning snippets that show how to use Roboflow APIs

roboflow-api-snippets

Uses computer vision to deter rabbits from eating your vegetables

rabbit-deterrence

Templates for computer vision projects, referenced in Roboflow blog posts.

cookbooks

Official starter project for building iOS apps with Roboflow.

roboflow-ios-starter

Swift

cog-vlm-client

Simple CogVLM client script

Audio visual mitigation of Rickrolls using computer vision.

rickblocker

inference-client

Object detection inference with Roboflow Train models on NVIDIA Jetson devices.

inference-server-old

Synthetic data for object detection and segmentation

magic-scissors

A web-based application for testing models trained with Roboflow. Powered by Streamlit.

streamlit-web-app

This is a public repo for the Roboflow OBS Gesture Controller. The gesture controller currently responds to four gestures, "Up", "Down", "Stop", and "Grab". Performing these gestures will allow you to transition scenes and grab source objects inside of OBS.

OBS-Controller

TypeScript

roboflow-react-app

react starter app for roboflow inference

Using Roboflow with the Nest camera API

roboflow-nest

yolov5-custom-training-tutorial

Roboflow's inference server to analyze video streams. This project extracts insights from video frames at defined intervals and generates informative visualizations and CSV outputs.

inference-dashboard-example

roboflow-100-3d-website

Deploy a YOLOv8 model (ONNX format) to an Amazon SageMaker endpoint for serving inference requests using ONNXRuntime

yolov8-OpenVINO

Roboflow CLI and API module for node

roboflow-swift

Swift

roboflow-node

Command Line Interface for Roboflow

roboflow-cli

Mashup Roboflow Object Detection with OCR to read license plates.

roboflow-jetson-license-plate

Generating 1k images using Stable Diffusion and uploading them into your Roboflow project

stable-diffusion-demo

Roboflow SXSW Scavenger Hunt game.

scavenger-hunt

Demo of Annotators through Gradio

supervision-annotators-hf-space

A qualitative set of tests for use in evaluating the capabilities of foundation vision models.

foundation-vision-benchmark

streamlit-bccd

Streamlit App for Blood Cell Count Dataset

Supervision cheatsheet website, coded up in Svelte

cheatsheet-supervision

Svelte

trt-demos

This is a repo for Roboflow TFT python examples.

Interface with the Roboflow API and Python package for object counting in your computer vision models.

roboflow-object-counting

A visual way to interact with computer vision using Node-RED

roboflow-swift-examples

Swift

model-library

roboflow-red

Code for Roboflow's How to Create a Synthetic Dataset tutorial.

synthetic-fruit-dataset

visual-prompting

fast-ai-resnet32

c3-sapphire-rapids

inferencejs-react-example

roboflow-object-tracking

smooth-frame

tao-toolkit-with-roboflow

clip-benchmark

ODinW RF100 📸 challenge issues/discussions repository

ODinW-RF100-challenge-issues

yolov8-website

Source code for the yolov8.com website.

CSS

external-bugtracker

stacked-boxes-email-notification

A small project demonstrating how Roboflow's Inference APIs can be used to trigger email notifications.

A script you can use to benchmark the Roboflow Deploy targets with your custom trained model on your hardware.

server-benchmark