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Tackling the worlds toughest challenges with AI & ML applied to satellite imagery
fire-detection-from-images. Detect fire in images using neural nets
456HASS-Deepstack-object. Home Assistant custom component for using Deepstack object detection
445Hue-sensors-HASS. Support for Hue motion sensors and device tracker
341mqtt-camera-streamer. Stream images from a connected camera over MQTT, view using Streamlit, record to file and sqlite
248HASS-Deepstack-face. Home Assistant custom component for using Deepstack face recognition
226HASS-data-detective. Explore and analyse your Home Assistant data
203yolov5-flask. Official implementation at https://github.com/ultralytics/yolov5/tree/master/utils/flask_rest_api
187HASS-plate-recognizer. Read number plates with https://platerecognizer.com/
160deepstack-ui. UI for working with Deepstack
138object-detection-app. Simple object detection app with streamlit
114HASS-amazon-rekognition. Home Assistant Object detection with Amazon Rekognition
89tensorflow-lite-rest-server. Expose tensorflow-lite models via a rest API using FastAPI
84Useful-python. Python code and notebooks for reference
79coral-pi-rest-server. Perform inferencing of tensorflow-lite models on an RPi with acceleration from Coral USB stick
70rpi-enviro-mqtt. Send air quality data from a Pimoroni RPi Enviro+ over MQTT
49streamlit-image-juxtapose. A simple Streamlit Component to compare images in Streamlit apps. It integrates Knightlab's JuxtaposeJS
40HASS-Sighthound. Beta features for Home Assistant Sighthound integration
36Hue-remotes-HASS. PLEASE READ THE README
32Useful-python-for-medical-physics. Scripts that have been useful. Includes some analysis of EGSnrc 3ddose files
30HASS-S3. Home Assistant integration for S3
28HASS-Google-Vision. Instead use https://github.com/robmarkcole/HASS-amazon-rekognition
23HASS-Machinebox-Facebox. Home Assistant face detection using Machinebox.io
22text-insights-app. Upload an image of a document and extract text, names, facts and figures
21HASS-Machinebox-Classificationbox. Home-Assistant image classification using Machinebox.io
20streamlit-segmentation-app. streamlit app for binary segmentation
19HASS-Google-Coral. RETIRED - instead use https://github.com/robmarkcole/HASS-Deepstack-object
18HASS-amazon-rekognition-text. Home Assistant integration to extract text from digital and mechanical displays using AWS rekognition
16bme680-mqtt. Publish bme680 data via MQTT
16HASS-Google-Cloud-SQL. Guide on using Google Cloud SQL as a database recorder for Home-assistant
15HASS-Deepstack-scene. Home Assistant custom integration for using Deepstack scene recognition
15bme680-mqtt-micropython. Publish data from the bme680 sensor over MQTT using micropython
15HASS-data-science. Data science with Home-assistant
15deepstack-python. Unofficial python API for DeepStack
13robins-homeassistant-config. My Home-assistant config
13hassio-addons. Addons for Home Assistant
12HASS-BBC-envirobit. Stream sensor readings from the BBC micropython envirobit to Home-Assistant
12HASS-kalman-filter. Home-Assistant custom integration adding a 1D Kalman filter
12kaggle-ships-in-satellite-imagery-with-YOLOv8. Applying YOLOv8 to Kaggle Ships in Google Earth dataset
12facebox_python. A python script to teach Machinebox/Facebox
12HASS-filesize-sensor. Custom component for displaying the size (in MB) of files - ADDED TO HA 0.64
11simple-fastAPI-webapp. Use fastAPI to generate html web app that will serve a local directory or S3 bucket of images
11TrasportAPI-HASS. UK bus & train status TransportAPI Home-assistant component ADDED TO HA
11yolov5-fastapi. FastAPI app exposing yolov5 object detection
11HASS-hammerspoon. hammerspoon script to toggle a Home-assistant switch on wake/sleep of my MacBook
10python-scripts-for-home-assistant. Python scripts for use with the home-assistant python_scripts component
10robins-hassio-config. My home-assistant config from my experimental hassio instance
9deepstack-analytics. Analytics with deepstack
9Medical_physics_imageJ. Scripts and plugins for performing analysis of images in imageJ
8arxiv-github-scanner. Streamlit app for querying the arxiv api
7streamlit-image-table-pandas-app. Place images in a table using pandas and generate a shareable report
6circuitpython-on-home-assistant. Programming and managing circuitpython boards from Home-Assistant
6wine-quality-prediction-web-app. A machine learning-powered web application to predict the quality of wine based on some features
3IEEE_TPAMI_SpectralGPT. Hong, D., Zhang, B., Li, X., Li, Y., Li, C., Yao, J., Yokoya, N., Li, H., Ghamisi, P., Jia, X., Plaza, A. and Gamba, P., Benediktsson, J., Chanussot, J. (2024). SpectralGPT: Spectral remote sensing foundation model. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024. DOI:10.1109/TPAMI.2024.3362475.
3Satellite-Aerial-Image-Retrieval-with-Bing. Satellite/Aerial Image Retrieval: using Bing maps tile system to automatically download aerial imagery (maximum resolution available) given a latitude, longitude bounding box.
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