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AI for hogweed detection on satellite images

https://sudonull.com/ai-for-hogweed-detection-on-satellite-images

Computer vision-based service speeds up hogweed labeling 50 times. GeoTIFF, IoU validation, 421 ha detected. Scaling for GIS ecologists — test for free.

Aberrations in optics for CV: analysis of defects

https://sudonull.com/aberrations-in-optics-for-cv-analysis-of-defects

Let's break down spherical aberration, coma, astigmatism and other effects in machine vision. How they affect sharpness and how to correct for computer vision tasks. For developers.

Vizir VLM: AI video analytics from CRT saves 90% of time

https://sudonull.com/vizir-vlm-ai-video-analytics-from-crt-saves-90-of-time

CRT presented «Vizir.VLM» — a vision-language model combining computer vision and AI. Learn how the solution understands video context and reduces operator workload.

JPEG and visual neurophysiology: how the format deceives the eye

https://sudonull.com/jpeg-and-visual-neurophysiology-how-the-format-deceives-the-eye

Technical breakdown of JPEG through the prism of vision biology: YCbCr, chroma subsampling, DCT and quantization as implementation of CSF. For middle/senior developers.

TAPe on COCO: 98% accuracy with boxes

https://sudonull.com/tape-on-coco-98-accuracy-with-boxes

TAPe achieved 98% on 2% COCO, bounding boxes instead of centroids, minimum false positives. Experiment details for CV developers. Study the approach.

From other projects

ICP Token Explained: Fees, Governance & Supply

https://ymaho.com/icp-token-explained-fees-governance-supply

Understand how ICP powers the Internet Computer network—from paying for apps to voting on upgrades. Learn why it matters.

Speech neuroprosthesis: machine learning restored speech

https://ymaho.com/speech-neuroprosthesis-machine-learning-restored-speech

Bilingual AI-based neuroprosthesis decodes speech with 88% accuracy. Learn how transfer learning unlocks new languages 'for free' and why it is changing the multi-billion dollar BCI market.

Artificial neurons: signals identical to biological ones

https://ymaho.com/artificial-neurons-signals-identical-to-biological-ones

Breakthrough at Northwestern University: printed neurons communicate with living brain in its language. Learn how this will change neuroprosthetics and AI. Read the analysis.

Brain under anesthesia learns: Nature discovery

https://ymaho.com/brain-under-anesthesia-learns-nature-discovery

Neurons under anesthesia distinguish speech and predict words — Nature data. This changes anesthesiology and opens the way to neuroprostheses. Learn the details.

Quantum computers and Bitcoin: threat or myth?

https://ymaho.com/quantum-computers-and-bitcoin-threat-or-myth

Learn how real the threat of quantum hacking of Bitcoin is and why analysts believe the market has already priced it in.

WorldLand: Verifiable AI Compute Explained Simply

https://ymaho.com/worldland-verifiable-ai-compute-explained-simply

Learn how WorldLand uses blockchain to prove AI tasks actually ran—no blind trust needed. Understand the future of transparent computing.

WorldLand vs Render: Verifiable Compute Explained

https://ymaho.com/worldland-vs-render-verifiable-compute-explained

Understand the key differences between WorldLand and Render Network—two approaches to decentralized GPU computing that shape how we trust digital work.

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