Alternatives
Products that do what Forest Fire Classifier does
Instant fire, smoke & no-fire detection from images
- 1
- 2
- 3
- 4
- 5BA
Hello HN! I want to share something me and a few friends have been working on for a while now — Zeroshot, a web tool that builds image classifiers using text-image models and autolabeling. What does this mean in practice? You can put together an image classifier in about 30 seconds that’s faster and more accurate than CLIP, but that you can deploy yourself however you’d like. It’s open source, commercially licensed, and doesn’t require you to pay anyone per API call. Here's a 2 minute video that shows it off: https://www.youtube.com/watch?v=S4R1gtmM-Lo How/why does it…
2023 · usezeroshot.com
- 6
- 7
- 8SA
I built Signet in Go to see if an autonomous system could handle the wildfire monitoring loop that people currently run by hand - checking satellite feeds, pulling up weather, looking at terrain and fuels, deciding whether a detection is actually a fire worth tracking. All the data already exists: NASA FIRMS thermal detections, GOES-19 imagery, NWS forecasts, LANDFIRE fuel models, USGS elevation, Census population data, OpenStreetMap. The problem is it arrives from different sources on different cadences in different formats. Most of the system is deterministic plumbing - ingestion, spatial…
Mar 2026 · signet.watch
- 9BB
Sep 2025 · bottlefire.dev
- 10TTensorFire▲564
2017 · tenso.rs
- 11LW
2025 · github.com
- 12
- 13
- 14
- 15
- 16
- 17QB
2018 · blog.machinebox.io
- 18
- 19
- 20KW
Hi Everyone! Kubetail is a new project I've been working on. It's a private, real-time log viewer for Kubernetes clusters. You deploy it inside your cluster and access it via a web browser, like the Kubernetes Dashboard. Using kubetail, you can view logs in real-time from multiple Workload containers simultaneously. For example, you can view all the logs from the Pod containers running in a Deployment and the UI will update automatically as the pods come into and out of existence. Kubetail uses your in-cluster Kubernetes API so your logs are always in your possession and it's private by…
2024 · github.com
- 21SI
I built a browser-based tool for detecting objects in satellite imagery using vision-language models (VLMs). You draw a polygon on the map and enter a text prompt such as "swimming pools", "oil tanks", or "buses". The system scans the selected area tile-by-tile and returns detections projected back onto the map as GeoJSON. Pipeline: select area and zoom level, split the region into mercantile tiles, run each tile with the prompt through a VLM, convert predicted bounding boxes to geographic coordinates (WGS84), and render the results back on the map. It works reasonably well for distinct…
Mar 2026 · useful-ai-tools.com
- 22
- 23FU
2023 · fire.picheta.me
- 24KR
Hi Everyone! Kubetail is a general-purpose logging dashboard for Kubernetes, optimized for tailing logs across multi-container workloads in real-time. With Kubetail, you can view logs from all the containers in a workload (e.g. Deployment or DaemonSet) merged into a single chronological timeline, delivered to your browser or terminal. I launched Kubetail on HN last year and at that time the top request was to add search. Now I'm happy to say we finally have search available in our latest official release (cli/v0.4.3, helm/v0.10.1). You can check it out in action here:…
2025 · github.com
Ranked by how close each launch is in meaning, then by votes. Refine with a description →