• 4 min read
Detect Solar Panel Failure with SAM 3
Learn how to use Roboflow Workflows and SAM 3 to segment snow-covered solar panels and automate maintenance alerts in real-time.
• 8 min read
How to use Llama 3.2 Vision for OCR
Learn how to use Llama 3.2 Vision block in Roboflow Workflows to extract text from images.
• 5 min read
Identify Solar Panels in Aerial Imagery with Computer Vision
Learn how to identify solar panels in aerial imagery with computer vision.
• 9 min read
Occupancy Analytics with Computer Vision
Computer vision can be used to understand videos for real-time analytics and automatically gather information about complex physical environments.
• 10 min read
Aerial Fire Detection with Drone Imagery and Computer Vision
In this article, Timothy Malche shows the steps he followed to build an aerial fire detection system with drone imagery and computer vision.
• 10 min read
How to Use Computer Vision for Environment Monitoring
SUMMARY
Satellite and drone imagery analyzed by computer vision models can measure environmental change at a scale and frequency that manual scientific monitoring cannot match, turning pixel data into quantifiable ESG metrics like built-up area, deforestation extent, water coverage, and crop health. This guide walks through building a remote
• 5 min read
Detect and Segment Oil Spills Using Computer Vision
SUMMARY
Drone footage of an oil spill carries enough information to determine spill volume, thickness, and spatial extent, but only if the imagery is analyzed with a model trained to distinguish those properties. This post walks through building an instance segmentation model that labels oil spill regions by thickness class,
• 8 min read
Computer Vision Assisted Structural Damage Inspection Using Drones
In this post, Timothy Malche walks through how to inspect structural damage with computer vision and drones.
• 9 min read
Using Computer Vision with Drones for Georeferencing
SUMMARY
A computer vision model can detect objects in drone footage but only tells you where something appears in a frame, not where it is on Earth. This tutorial shows how to combine detection output with the flight log from a DJI Mavic Air 2, converting pixel coordinates to latitude
• 3 min read
Image Augmentations for Aerial Datasets
Learn how to apply image augmentations to aerial datasets for use in training computer vision models.
• 2 min read
Fighting Wildfires with Computer Vision
SUMMARY
Abhishek Ghosh, a graduate student at Texas A&M working with AI For Mankind, trained an EfficientDet D0 computer vision model to detect early smoke from forest fires using images from weather towers. Using Roboflow Pro, he applied advanced augmentations and a static crop along the horizon line
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