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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.

Robot CUE7 Toyota: Breakthrough in Physical AI

https://sudonull.com/robot-cue7-toyota-breakthrough-in-physical-ai

Toyota tests machine vision and control through basketball robot CUE7. Learn about weight reduction, records, and applications in robotics. Read the analysis of implications for the industry.

TAPe detection: 100k parameters vs SOTA models

https://sudonull.com/tape-detection-100k-parameters-vs-sota-models

How the TAPe detector with 100k parameters outperforms YOLO and RF-DETR in speed and resource savings. Detailed breakdown of benchmarks and advantages for 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.

TAPe embeddings: 74% on COCO without transformers

https://sudonull.com/tape-embeddings-74-on-coco-without-transformers

Training TAPe embeddings on synthetics gives 74% COCO classification. Rejection of transformers, reconstruction results 82%. For CV developers — experiment details and plans.

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