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Show HN: Siapy-lib – A Python library for spectral image analysis

1•janezla•5h ago
I've been working on siapy-lib, a Python library for processing and analyzing hyperspectral and multispectral images. It’s aimed at researchers, engineers, and developers who want to work with spectral image data without the overhead of large GUI-based tools like ENVI or SNAP.

The library focuses on flexibility and modularity, using a plugin-based architecture to make it easy to extend and integrate into your own pipelines.

Key features: • Spectral Image Handling: Read and visualize ENVI, GeoTIFF, and raw image cubes with ease. • Spectral Analysis: Extract and analyze spectral signatures • Machine Learning Integration: Label image regions, train models, and segment images • Camera Co-registration: Align data from multiple sensors and compute transformations between camera spaces. • Radiometric Conversion: Convert radiance to reflectance using reference panels. • CLI Tool (Experimental): Basic command-line access via siapy-cli for quick prototyping.

The library is still evolving, and I’d love feedback from people working in remote sensing, Earth observation, or spectral imaging—whether academic or applied. Suggestions, bug reports, or contributions are all welcome!

GitHub: https://github.com/siapy/siapy-lib CLI (optional): https://github.com/siapy/siapy-cli

16B passwords from Apple, Facebook, Google and more leaked

https://www.the-independent.com/tech/data-breach-apple-facebook-google-password-leaks-b2773462.html
2•pjaoko•2m ago•1 comments

Cosmoe

https://cosmoe.org
1•bitigchi•4m ago•0 comments

AI Bias Lawsuit Against Workday Reaches Next Stage

https://www.lawandtheworkplace.com/2025/06/ai-bias-lawsuit-against-workday-reaches-next-stage-as-court-grants-conditional-certification-of-adea-claim/
2•binarymax•6m ago•0 comments

Day 11: got first paid customer yesterday, 500 unique visitors/day. And so on

https://justgotfound.com/
1•abusayedopu22•8m ago•1 comments

Interactive YouTube drum machine [video]

https://www.youtube.com/watch?v=3yRx-dd7Jcs
1•flykespice•13m ago•0 comments

What Are the Future of CMS?

1•Devsmage•20m ago•1 comments

Free Docusign Alternative

https://useinkless.com/
2•trustinmenowpls•22m ago•0 comments

Who is using AI to code? Global diffusion and impact of generative AI

https://arxiv.org/abs/2506.08945
1•moose44•24m ago•1 comments

ISM Manufacturing Index

https://corporatefinanceinstitute.com/resources/economics/ism-manufacturing-index/
1•kamaraju•25m ago•0 comments

UK Global Talent Visa

https://relocateme.substack.com/p/uk-global-talent-visa-work-and-live
2•andrewstetsenko•26m ago•0 comments

Show HN: Would You Rent a Robot for Your Home?

1•MASNeo•29m ago•3 comments

Using a space elevator to get water off Ceres

https://phys.org/news/2025-06-space-elevator-ceres.html
1•amichail•32m ago•0 comments

Ghostty is a fast, cross-platform terminal emulator

https://github.com/ghostty-org/ghostty
3•tzury•34m ago•0 comments

Over 16B records leaked in "unimaginable" major data breach

https://www.techradar.com/pro/website-building/over-16-billion-records-leaked-in-unimaginable-major-data-breach-heres-what-we-know-and-how-you-can-see-if-youre-safe
5•rarba786•36m ago•2 comments

Kyutai STT – A speech-to-text optimized for real-time usage

https://kyutai.org/next/stt
2•ajuhasz•39m ago•0 comments

Biomarker-driven nutrition: going beyond generic diet advice

https://www.empirical.health/blog/biomarker-driven-nutrition/
2•brandonb•44m ago•0 comments

The New Church of Finance (2012)

https://www.deseret.com/2012/12/9/20445386/clayton-m-christensen-the-new-church-of-finance-deeply-held-belief-systems-and-complex-codes-must-be/
1•simonebrunozzi•45m ago•0 comments

DNS at the edge: performance, security, and strategic advantage

https://axonshield.com/dns-at-the-edge-performance-security-and-strategic-advantage
2•dc352•45m ago•0 comments

David Lynch explains Transcendental Meditation [video] (2015)

https://www.youtube.com/watch?v=Em3XplqnoF4
2•danielmorozoff•49m ago•0 comments

State of the Art with AI: Stay on Top of Research with Personalized Emails

https://stateoftheartwithai.com/
1•JeanCarloM•52m ago•0 comments

Show HN: LiteChat: A t3.chat cloneathon competitor [video]

https://www.youtube.com/watch?v=qtsNCYYkYfI
1•Dbuild•55m ago•0 comments

Akamai Web Application Firewall – How It Works

https://axonshield.com/akamai-web-application-firewall-how-it-works
1•dc352•55m ago•0 comments

Data Science Weekly – Issue 604

https://datascienceweekly.substack.com/p/data-science-weekly-issue-604
1•sebg•57m ago•0 comments

The day Steve Jobs dissed me in a keynote (2010)

https://sive.rs/itunes
3•LorenDB•1h ago•1 comments

Deep Dive into DNS: Super Smart Address Book

https://axonshield.com/deep-dive-into-dns-the-internets-super-smart-address-book
1•dc352•1h ago•0 comments

Humans Need Not Apply (2015) [video]

https://www.youtube.com/watch?v=7Pq-S557XQU
1•lisper•1h ago•0 comments

Seeking Jira Survivors

https://atono.io
1•troy55_yort55•1h ago•1 comments

Show HN: Provide a short description, get animated character with deep backstory

https://ki-storygen.com/
1•mrkiouak•1h ago•1 comments

Show HN: Raindrop Deep Search: Deep Research for Your Production AI Data

https://www.raindrop.ai/
2•alexisgauba•1h ago•0 comments

Show HN: I vibe coded a Gnutella P2P client to learn how it works

https://github.com/RickCarlino/gnutella-bun-client
2•rickcarlino•1h ago•0 comments