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Timothy M

Latest Posts by Timothy M

Re-ID with YOLO in Roboflow

26 May 2026 • 8 min read

Re-ID with YOLO

Object detection with YOLO can find objects in each video frame quickly. But detection alone does not remember anything. Re-ID and object tracking solve this. Learn how they work and how to build a tracking pipeline in Roboflow Workflows without writing custom code.

Gemini Computer Vision

26 May 2026 • 15 min read

Gemini Computer Vision

Google's Gemini models bring computer vision capabilities and enables understanding images and video without fine-tuning. In this guide you will learn how to use latest Gemini models in Roboflow Playground and Workflows for computer vision tasks.

OpenAI Computer Vision

26 May 2026 • 19 min read

OpenAI Computer Vision

OpenAI models can classify images, extract text, detect objects, and answer visual questions without any training data. This guide covers the latest OpenAI models with vision capabilities, how to test them in Roboflow Playground, and how to build vision pipelines using Roboflow.

Computer Vision MCP

18 May 2026 • 11 min read

Computer Vision MCP: How to use Roboflow MCP

Learn how to use the Roboflow MCP server with Claude Code to build a bird species monitoring app, from uploading images and and generating dataset version to training an RF-DETR model and deploying a Workflow, all from your terminal.

Download Pretrained YOLO Weights

18 May 2026 • 8 min read

Download Pretrained YOLO Weights

Pretrained YOLO weights give your model a head start by initializing from COCO, a benchmark dataset of 80 real-world object categories. This guide covers what pretrained weights are, how Roboflow uses them for custom training, and how to get started.

automating food prep, PPE, plating, and delivery with Roboflow vision AI

12 May 2026 • 27 min read

Automate Food Service with AI

Two tutorials for automating food quality with computer vision: end-line plating QA with Gemini 3, and a packaging line monitor with RF-DETR and ByteTrack.

Pick and Place Robot Model & Prototyping

5 May 2026 • 29 min read

Pick and Place Robot Model & Prototyping

Learn to quickly prototype a vision-guided pick-and-place robot using synthetic data, Roboflow RF-DETR, and PyBullet, then move it to real hardware.

automated pothole and road defect detection with AI

29 Apr 2026 • 17 min read

Detecting Road Defects with Computer Vision

This tutorial shows how to build an automated road defect detection system using Roboflow with deployment strategies for UAV imagery and dashcam video, each generating structured inspection reports automatically.

Medical Bill OCR

24 Apr 2026 • 11 min read

Medical Bill OCR

In this tutorial, we use Roboflow Workflows and Google Gemini to scan any medical bill image, extract structured data automatically, and build a personal medical expense record over time.

How to Automate Camera Control with Computer Vision

20 Apr 2026 • 11 min read

Automate Camera Control with Computer Vision

Computer vision can be used to build camera systems that automatically track and frame a subject in real time. In this tutorial you will learn how to build a simple vision-guided camera using object detection and servo control.

Inspecting Telecom Towers with Computer Vision

13 Apr 2026 • 12 min read

Inspecting Telecom Towers with Computer Vision

Learn how to use computer vision and drone imagery to detect corrosion, measure its area in pixels, and automatically document the findings.

Automate Surgical Instrument Tracking with Roboflo

6 Apr 2026 • 11 min read

Automate Surgical Instrument Tracking with Computer Vision

See how to build a surgical instrument closing-count assistant with Roboflow.

Best Practices for Training YOLO

1 Apr 2026 • 10 min read

Best Practices for Training YOLO

Maximize your YOLO model's real-world performance with Roboflow. Learn best practices for data quality, annotation, preprocessing and active learning.

Run SAM 3 Weights Locally

26 Mar 2026 • 11 min read

Run SAM 3 Weights Locally

Use SAM 3 model weights through Roboflow Inference to run segmentation on your local device without setup complexity.

How to use DeepSeek vision-language models with Roboflow

20 Mar 2026 • 16 min read

DeepSeek Vision Models

Learn about DeepSeek’s vision-capable models, and how to use DeepSeek-VL2 with Roboflow Supervision to build advanced vision-language applications.

Visual Anomaly Detection

12 Mar 2026 • 19 min read

Visual Anomaly Detection

Learn what anomaly detection is, the main methods used in visual anomaly detection, and how to build supervised, and unsupervised anomaly pipelines in Roboflow Workflows for real-time deployment on the edge.

Deep Learning vs. Traditional Computer Vision

9 Mar 2026 • 13 min read

Deep Learning vs. Traditional Computer Vision

This blog compares traditional computer vision and deep learning, with practical examples using Roboflow Workflows.

How to Build Automated Pallet Accounting at End-of-Line with Roboflow

4 Mar 2026 • 21 min read

How to Build Automated Pallet Accounting at End-of-Line with Roboflow

Automate pallet accounting at end-of-line with Roboflow Workflows and RF-DETR. Track every pallet from conveyor arrival to forklift pickup using zone-based monitoring and real-time event logging.

How to Increase Inference Speed (FPS) for Computer Vision Models

27 Feb 2026 • 14 min read

How to Increase Inference Speed for Computer Vision Models

Struggling with low FPS in your computer vision model? This guide explains how to move from single-digit performance to real-time deployment using smarter preprocessing, Nano-scale models like RF-DETR, GPU acceleration, TensorRT optimization, and Roboflow Inference pipelines for maximum throughput.

computer vision model training graphs

23 Feb 2026 • 15 min read

Roboflow Training Graphs Guide

Learn how to read Roboflow training graphs. Understand what each curve means, how the underlying metrics are computed, and how to diagnose common training problems.

How to Monitor Inference Health

18 Feb 2026 • 7 min read

How Do I Monitor Inference Health?

Inference health monitoring is necessary to keep computer vision systems reliable in production. This guide explains key signals like latency, uptime, drift, and confidence trends, and shows how Roboflow helps teams track, diagnose, and improve real-world model performance.

How Do I Train a Model for Defects I Almost Never See?

12 Feb 2026 • 10 min read

How Do I Train a Model for Defects I Almost Never See?

Learn how to train and deploy a rare defect detection model with Roboflow.

Segment Anything

4 Feb 2026 • 7 min read

Segment Anything

This guide breaks down the SAM lineage - from SAM 1’s 50ms CPU inference to SAM 3’s open-vocabulary "GPT moment" - showing you how to deploy these foundation models into your production workflows today.

How to Reduce Scrap in Manufacturing with Computer Vision

26 Jan 2026 • 11 min read

How to Reduce Scrap in Manufacturing with Computer Vision

Scrap isn't inevitable, it is a visibility problem. Most manufacturers discover defects hours after they start. Computer vision changes this by detecting issues in real-time.

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