24 Jan 2025 • 5 min read How to Visually Compare Computer Vision Models Learn how to compare two computer vision models visually using Roboflow Workflows.
24 Jan 2025 • 5 min read Transforming Outfits with Roboflow Workflows and Generative AI Learn how to use Roboflow Workflows to paint in different outfits in an image.
22 Jan 2025 • 6 min read How to Train and Deploy a ResNet-50 Model Learn how to train a ResNet-50 model for image classification.
22 Jan 2025 • 6 min read How to Train and Deploy a Vision Transformer (ViT) Classification Model Learn how to train a Vision Transformer (ViT) classification model using Roboflow.
22 Jan 2025 • 3 min read NYCerebro: Winning a GPU Signed by Jensen Huang SUMMARY NYCerebro is a semantic search tool built in two hours at the Vercel and NVIDIA World's Shortest Hackathon that lets users query New York City's public traffic cameras using natural language. The system uses OpenAI's CLIP model to embed each camera's
21 Jan 2025 • 11 min read Robotic Pick and Pack Sorting with Computer Vision Learn how to use computer vision to identify the location of objects as part of a pick and pack sorting system.
15 Jan 2025 • 3 min read How to Deploy Computer Vision Models to a Raspberry Pi Learn how to deploy computer vision models to a Raspberry Pi.
14 Jan 2025 • 15 min read What is OCR Data Extraction? Learn what OCR data extraction is and what models you can use to programmatically read the contents of images.
13 Jan 2025 • 14 min read Keep Objects Centered with Object Detection-Based Camera Framing Learn how to keep objects centered in a video or focus on objects using object detection-based camera framing.
9 Jan 2025 • 9 min read Best Computer Vision Courses Online 2026 Explore the five best courses for learning computer vision available online in 2025.
9 Jan 2025 • 3 min read Best Computer Vision Blogs [2026] Explore the six best blogs and feeds for the latest computer vision news and papers.
6 Jan 2025 • 3 min read Computer Vision for Automotive Manufacturing SUMMARY Automotive manufacturers are applying computer vision across four core areas to improve quality and reduce cost: defect detection (metal, glass, missing parts, faulty seals), error proofing procedures that catch mistakes as they happen, OCR and OCV for part identification and character verification, and worker augmentation that guides operators through
6 Jan 2025 • 15 min read What is a Neural Network? A Deep Dive In this article, we discuss what a neural network is and walk through the most common network architectures.
6 Jan 2025 • 3 min read Best Computer Vision YouTube Channels [2026] Explore five of the best YouTube channels you can use to learn about computer vision and image processing.
3 Jan 2025 • 8 min read 5 Strategies for Handling Unbalanced Classes in Machine Learning SUMMARY Class imbalance causes models to underperform on minority classes because the training distribution does not reflect the real-world distribution of what matters. Five strategies address this: gathering more data from underrepresented classes, generating synthetic samples through augmentation, undersampling the majority class via random selection, oversampling the minority class
3 Jan 2025 • 7 min read Deploying Machine Learning Models with PyTorch, gRPC, and asyncio SUMMARY Serving a machine learning model with gRPC and asyncio gives you a faster, more scalable alternative to HTTP/1 REST endpoints: messages are binary Protobuf rather than JSON, type-safe client and server stubs are generated from a .proto file, and multiple images can be batched into a single
2 Jan 2025 • 6 min read Rock, Paper, Scissors with AI: How to Make Multiplayer Games SUMMARY HandLand is an open-source template for building two-player, gesture-controlled games in the browser using computer vision models from Roboflow Universe. The repo ships three complete games, including Rock Paper Scissors and a standoff game called 007, using WebRTC for peer video and native WebSockets for real-
2 Jan 2025 • 8 min read Extract Nutrition Data from Food Labels with Computer Vision SUMMARY Traditional OCR tools struggle with the irregular layout, abbreviations, and variability of nutrition labels, but a vision-language model like GPT-4o can read and structure that data with context-aware accuracy. This tutorial shows how to build a food label extraction pipeline inside Roboflow Workflows by adding an
2 Jan 2025 • 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.
23 Dec 2024 • 5 min read Launch: Embeddings in Workflows Learn how to calculate and compare CLIP embeddings and find outlier images using those embeddings in Roboflow Workflows.
21 Dec 2024 • 6 min read How to Send a Slack Notification with Roboflow Workflows Learn how to send Slack notifications as part of a multi-stage, production computer vision application.
20 Dec 2024 • 10 min read Automated Sorting with Computer Vision Learn how to build an automated sorting system using computer vision.
19 Dec 2024 • 3 min read Automate Game Scorekeeping with Vision AI SUMMARY This tutorial builds a real-time automated scorekeeping system for cornhole using a custom computer vision model and a Roboflow Workflow. The model detects bags, the board, and the hole from an overhead camera; the Workflow then applies game logic to map detections to zones, calculate the score, and
18 Dec 2024 • 6 min read How to Build Gaze Control into Mobile Games SUMMARY This tutorial builds a gaze-controlled Tetris game for iOS using Expo, React Native, and a Roboflow Workflow that runs gaze detection on the front-facing camera and converts yaw and pitch angles into directional game commands via a Dynamic Python Block. The mobile app sends each camera frame