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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.

TAPe without transformers: patch associations

https://sudonull.com/tape-without-transformers-patch-associations

Learn how abandoning transformers in TAPe+ML reduced parameters by orders of magnitude and gave the beginnings of segmentation on COCO. Local associations for object detection — read the details for developers.

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.

Airgap in tape libraries against ransomware

https://sudonull.com/airgap-in-tape-libraries-against-ransomware

Learn how hardware air gap in LTO libraries protects backups from ransomware. Principle of operation, advantages, implementation for IT specialists. Reduce recovery risks.

From other projects

How PACT Uses Stablecoins for Real-World Lending

https://ymaho.com/how-pact-uses-stablecoins-for-real-world-lending

Discover how PACT connects stablecoin investors to real loans globally—with transparency, automation, and less red tape. Learn how it works.

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