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

https://github.com/bshepp/RESIDUALS
6•DarkForestery•20h 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?

Cameras and Lenses (2020)

https://ciechanow.ski/cameras-and-lenses/
254•sebg•4h ago•24 comments

Linux is good now; to feel like you actually own your PC, put Linux on it

https://www.pcgamer.com/software/linux/im-brave-enough-to-say-it-linux-is-good-now-and-if-you-wan...
89•Vinnl•47m ago•32 comments

Dell's version of the DGX Spark fixes pain points

https://www.jeffgeerling.com/blog/2025/dells-version-dgx-spark-fixes-pain-points
39•thomasjb•2h ago•15 comments

Show HN: OpenWorkers – Self-hosted Cloudflare workers in Rust

https://openworkers.com/introducing-openworkers
292•max_lt•6h ago•99 comments

A website to destroy all websites

https://henry.codes/writing/a-website-to-destroy-all-websites/
11•g0xA52A2A•46m ago•3 comments

iOS allows alternative browser engines in Japan

https://developer.apple.com/support/alternative-browser-engines-jp/
275•eklavya•7h ago•189 comments

Python numbers every programmer should know

https://mkennedy.codes/posts/python-numbers-every-programmer-should-know/
197•WoodenChair•6h ago•89 comments

2025 Letter

https://danwang.co/2025-letter/
181•Amorymeltzer•6h ago•109 comments

C-events, yet another event loop, simpler, smaller, faster, safer

https://zelang-dev.github.io/c-events/
39•thetechstech•6d ago•6 comments

Cycling Game (Mini Neural Net Demo)

https://www.doc.ic.ac.uk/~ajd/Cycling/
3•ungreased0675•12m ago•1 comments

Finland detains ship and its crew after critical undersea cable damaged

https://www.cnn.com/2025/12/31/europe/finland-estonia-undersea-cable-ship-detained-intl
138•wslh•2h ago•73 comments

Memory Subsystem Optimizations

https://johnnysswlab.com/memory-subsystem-optimizations/
31•mfiguiere•3h ago•4 comments

Building an internal agent: Code-driven vs. LLM-driven workflows

https://lethain.com/agents-coordinators/
33•pavel_lishin•2h ago•5 comments

Bluetooth Headphone Jacking: A Key to Your Phone [video]

https://media.ccc.de/v/39c3-bluetooth-headphone-jacking-a-key-to-your-phone
380•AndrewDucker•10h ago•119 comments

Quickemu: Quickly create and run optimised Windows, macOS and Linux VMs

https://github.com/quickemu-project/quickemu
68•teekert•2d ago•9 comments

Build a Deep Learning Library

https://zekcrates.quarto.pub/deep-learning-library/
80•butanyways•6h ago•12 comments

Common Lisp SDK for the Datastar Hypermedia Framework

https://github.com/fsmunoz/datastar-cl
59•fsmunoz•5h ago•7 comments

All my Deutschlandtickets gone: Fraud at an industrial scale [video]

https://media.ccc.de/v/39c3-all-my-deutschlandtickets-gone-fraud-at-an-industrial-scale
70•Kyro38•4d ago•17 comments

I rebooted my social life

https://takes.jamesomalley.co.uk/p/this-might-be-oversharing
265•edent•10h ago•201 comments

Show HN: Wario Synth – Turn any song into Game Boy version

https://www.wario.style
25•birdmania•10h ago•4 comments

Love your customers

https://bcantrill.dtrace.org/2025/12/31/love-your-customers/
69•chmaynard•23h ago•12 comments

Street-Fighting Mathematics (2008)

https://ocw.mit.edu/courses/18-098-street-fighting-mathematics-january-iap-2008/pages/readings/
4•mpweiher•3h ago•0 comments

Implementing HNSW (Hierarchical Navigable Small World) Vector Search in PHP

https://centamori.com/index.php?slug=hierarchical-navigable-small-world-hnsw-php&lang=en
70•centamiv•5h ago•14 comments

Modern evidence for God from cosmology, astrochemistry, etc. (by a YC alum)

https://www.saintbeluga.org/follow-the-evidence-wherever-it-leads
4•michelangelodev•2h ago•3 comments

Prompting People

https://kuber.studio/blog/Reflections/Prompting-People
4•kuberwastaken•1h ago•0 comments

Joseph Campbell Meets George Lucas – Part I (2015)

https://www.starwars.com/news/mythic-discovery-within-the-inner-reaches-of-outer-space-joseph-cam...
5•indigodaddy•7h ago•1 comments

Sony PS5 ROM keys leaked – jailbreaking could be made easier with BootROM codes

https://www.tomshardware.com/video-games/playstation/playstation-5-rom-keys-leaked-jailbreaking-c...
201•gloxkiqcza•5h ago•48 comments

Simple 3D Packing

https://github.com/Vrroom/psacking
36•matroid•5d ago•5 comments

Worlds largest electric ship launched by Tasmanian boatbuilder

https://www.theguardian.com/australia-news/2025/may/02/hull-096-worlds-largest-electric-ship-batt...
119•aussieguy1234•10h ago•92 comments

Gemini 3.0 Deciphered the Mystery of a Nuremberg Chronicle Leaf's

https://blog.gdeltproject.org/gemini-as-indiana-jones-how-gemini-3-0-deciphered-the-mystery-of-a-...
4•kilroy123•3h ago•0 comments