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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Detect objects in drone videos and plot them on a map
| Date | Stars |
|---|---|
| 2026-07-24 | 341 |
| 2026-07-25 | 341 |
| 2026-07-28 | 340 |
| 2026-07-30 | 340 |
| 2026-08-06 | 340 |
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<img src="https://user-images.githubusercontent.com/870796/190517543-96f85ea2-55d0-4f3f-a1d6-18c926f8c8f5.png" data-canonical-src="https://user-images.githubusercontent.com/870796/190517543-96f85ea2-55d0-4f3f-a1d6-18c926f8c8f5.png" width="640" /> # Detect and Map Objects of Interest from Drone Videos This project extracts the location of objects of interest from a drone video and plots them on a map. By combining the video with data from its flight log and a computer vision model trained on [Roboflow](https://roboflow.com), it demonstrates georeferencing a machine learning model's predictions to GPS coordinates and using them to visualize the location of detected solar panels on a map using [Mapbox](https://mapbox.com). https://user-images.githubusercontent.com/870796/189461690-122f4e64-a66e-40f0-ac4b-68258a8abe7e.mov ## Try It in Your Browser The project is [deployed to Github Pages here](https://roboflow.github.io/dji-aerial-georeferencing/) and you can test it out with [this sample video and flight log](https://drive.google.com/drive/folders/1m0lmYyLEQJiaykf821rYtyRvlO5Q_SAf). If you have your own Drone video you'd like to use, [follow the instructions in the blog post to pull your detailed flight log from Airdata](https://blog.roboflow.com/georeferencing-drone-videos/). ## Resources * Accompanying Blog Post: [Georeferencing Objects in Drone Videos](https://blog.roboflow.com/georeferencing-drone-videos/) * Try the [aerial solar panels pre-trained computer vision model](https://universe.roboflow.com/brad-dwyer/aerial-solar-panels/model/5) in your browser on [Roboflow Universe](https://universe.roboflow.com) * Browse other [Aerial Imagery Datasets and Pre-Trained Models](https://universe.roboflow.com/browse/aerial) * [Train Your Own Computer Vision Model](https://docs.roboflow.com/quick-start) to use with this repo ## Run It Locally * Clone this repo * Run `npm install` in the main directory * Run `npm run build:dev` to start a webpack build with livereload * Open a new terminal window and run `npx serve dist` * Open `http://localhost:3000` in your browser ## Customize It This repo can easily be changed to run any custom model trained with [Roboflow](https://app.roboflow.com) including the thousands of [pre-trained models shared on Roboflow Universe](https://universe.roboflow.com/search?q=aerial%20imagery%20top%20down%20view%20trained%20model). Simply swap out your `publishable_key` and the `model` ID and `version` in the `ROBOFLOW_SETTINGS` at the top of [`main.js`](src/main.js). There are also some additional configuration options available at the top of [`renderMap.js`](src/renderMap.js). For example, changing the model to `swimming-pool-b6pz4` to use this [swimming pool computer vision model](https://universe.roboflow.com/hruthik-sivakumar/swimming-pool-b6pz4/model/2) from Roboflow Universe changes the functionality from plotting solar panels to plotting pools: https://user-images.githubusercontent.com/870796/190296751-02b46989-7e18-4fcb-93c4-67e492cff401.mp4 Other ideas for how to use this repo: * [Search & Rescue](https://universe.roboflow.com/lifesparrow/images-25-8/browse?queryText=&pageSize=50&startingIndex=0&browseQuery=true) * [Monitoring swimmer safety](https://universe.roboflow.com/yolo-training/man-over-board/browse?queryText=&pageSize=50&startingIndex=0&browseQuery=true) in triathlons * Helping governments [identify zoning violations](https://universe.roboflow.com/hruthik-sivakumar/swimming-pool-b6pz4/browse?queryText=&pageSize=50&startingIndex=0&browseQuery=true) * Monitoring core infrastructure like pipelines for [potential hazards like excavators and construction equipment](https://universe.roboflow.com/project-ip0vc/final-75vvh/browse?queryText=&pageSize=50&startingIndex=0&browseQuery=true) nearby * [Finding people with bonfires](https://universe.roboflow.com/srichandana055-gmail-com/fire-and-smoke-videoo/browse?queryText=&pageSize=50&startingIndex=0&browseQuery=true) in high risk fire areas
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Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:20201dcd1a545aeb, topic:computer-vision, topic:object-detection, readme:computer vision
matched fp:20201dcd1a545aeb, topic:drone, desc:drone, readme:drone
matched fp:20201dcd1a545aeb, topic:tutorial