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Show HN: Feature detection exploration in Lidar DEMs via differential decomp

https://github.com/bshepp/RESIDUALS
8•DarkForestery•1mo ago
I'm not a geospatial expert — I work in AI/ML. This started when I was exploring LiDAR data with agentic assitince and noticed that different signal decomposition methods revealed different terrain features.

The core idea: if you systematically combine decomposition methods (Gaussian, bilateral, wavelet, morphological, etc.) with different upsampling techniques, each combination has characteristic "failure modes" that selectively preserve or eliminate certain features. The differences between outputs become feature-specific filters.

The framework tests 25 decomposition × 19 upsampling methods across parameter ranges — about 40,000 combinations total. The visualization grid makes it easy to compare which methods work for what.

Built in Cursor with Opus 4.5, NumPy, SciPy, scikit-image, PyWavelets, and OpenCV. Apache 2.0 licensed.

I'd appreciate feedback from anyone who actually works with elevation data. What am I missing? What's obvious to practitioners that I wouldn't know?

Al Lowe on model trains, funny deaths and working with Disney

https://spillhistorie.no/2026/02/06/interview-with-sierra-veteran-al-lowe/
53•thelok•3h ago•6 comments

Hoot: Scheme on WebAssembly

https://www.spritely.institute/hoot/
119•AlexeyBrin•6h ago•21 comments

OpenCiv3: Open-source, cross-platform reimagining of Civilization III

https://openciv3.org/
817•klaussilveira•21h ago•246 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
51•vinhnx•4h ago•7 comments

U.S. Jobs Disappear at Fastest January Pace Since Great Recession

https://www.forbes.com/sites/mikestunson/2026/02/05/us-jobs-disappear-at-fastest-january-pace-sin...
62•alephnerd•1h ago•18 comments

The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
95•1vuio0pswjnm7•7h ago•107 comments

We Mourn Our Craft

https://nolanlawson.com/2026/02/07/we-mourn-our-craft/
3•ColinWright•43m ago•0 comments

Reinforcement Learning from Human Feedback

https://rlhfbook.com/
74•onurkanbkrc•6h ago•5 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
1055•xnx•1d ago•603 comments

Start all of your commands with a comma (2009)

https://rhodesmill.org/brandon/2009/commands-with-comma/
472•theblazehen•2d ago•174 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
197•jesperordrup•11h ago•67 comments

Selection Rather Than Prediction

https://voratiq.com/blog/selection-rather-than-prediction/
8•languid-photic•3d ago•1 comments

France's homegrown open source online office suite

https://github.com/suitenumerique
539•nar001•5h ago•250 comments

Speed up responses with fast mode

https://code.claude.com/docs/en/fast-mode
9•surprisetalk•1h ago•2 comments

Coding agents have replaced every framework I used

https://blog.alaindichiappari.dev/p/software-engineering-is-back
208•alainrk•6h ago•318 comments

A Fresh Look at IBM 3270 Information Display System

https://www.rs-online.com/designspark/a-fresh-look-at-ibm-3270-information-display-system
34•rbanffy•4d ago•6 comments

72M Points of Interest

https://tech.marksblogg.com/overture-places-pois.html
26•marklit•5d ago•1 comments

Unseen Footage of Atari Battlezone Arcade Cabinet Production

https://arcadeblogger.com/2026/02/02/unseen-footage-of-atari-battlezone-cabinet-production/
110•videotopia•4d ago•30 comments

Where did all the starships go?

https://www.datawrapper.de/blog/science-fiction-decline
71•speckx•4d ago•72 comments

Software factories and the agentic moment

https://factory.strongdm.ai/
63•mellosouls•4h ago•70 comments

Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

https://github.com/valdanylchuk/breezydemo
272•isitcontent•21h ago•36 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
199•limoce•4d ago•111 comments

Show HN: Kappal – CLI to Run Docker Compose YML on Kubernetes for Local Dev

https://github.com/sandys/kappal
21•sandGorgon•2d ago•11 comments

Monty: A minimal, secure Python interpreter written in Rust for use by AI

https://github.com/pydantic/monty
285•dmpetrov•21h ago•153 comments

Making geo joins faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
155•matheusalmeida•2d ago•48 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
554•todsacerdoti•1d ago•267 comments

Ga68, a GNU Algol 68 Compiler

https://fosdem.org/2026/schedule/event/PEXRTN-ga68-intro/
42•matt_d•4d ago•17 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
424•ostacke•1d ago•110 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
468•lstoll•1d ago•309 comments

Show HN: If you lose your memory, how to regain access to your computer?

https://eljojo.github.io/rememory/
348•eljojo•1d ago•214 comments