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Unlocking the Potential of Unlabelled Data with Zero Shot Models and Vector Databases

This blog post was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. Search and retrieval of thousands or even millions of images is a challenging task, especially when the data lacks explicit labels. Traditional search techniques rely on keywords, tags, or other annotations to match queries with relevant items. […]

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Multi-modal Image Search with Embeddings and Vector Databases

This blog post was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. Use embeddings with vector databases to perform multi-modal search on images. ‍Embeddings are a powerful way to represent and capture the semantic meaning and relationships between data points in a vector space. While word embeddings in NLP

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The Foundation Models Reshaping Computer Vision

This article was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. Learn about the Foundation Models — for object classification, object detection, and segmentation —  that are redefining Computer Vision. ‍Foundation models have come to computer vision! Initially limited to language tasks, foundation models can now serve as the backbone of computer

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NVIDIA TAO Toolkit “Zero to Hero”: A Simple Guide for Model Comparison in Object Detection

This article was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. In Part 2 of our NVIDIA TAO Toolkit series, we describe & address the common challenges of model deployment, in particular edge deployment. We explore practical solutions to these challenges, especially on the issues surrounding model comparison. ‍Here

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NVIDIA TAO Toolkit “Zero to Hero”: Setup Tips and Tricks

This article was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. A quick setup guide for an NVIDIA TAO Toolkit (v3 & v4) object detection pipeline for edge computing, including tips & tricks and common pitfalls. ‍This article will help you setup an NVIDIA TAO Toolkit (v3 & v4)

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Vector Databases: Unlock the Potential of Your Data

This blog post was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. In the field of artificial intelligence, vector databases are an emerging database technology that is transforming how we represent and analyze data by using vectors — multi-dimensional numerical arrays — to capture the semantic relationships between data

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Multiclass Confusion Matrix for Object Detection

This blog post was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. We introduce the Multiclass Confusion Matrix for Object Detection, a table that can help you perform failure analysis identifying otherwise unnoticeable errors, such as edge cases or non-representative issues in your data. In this article we introduce

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Mean Average Precision (mAP): Common Definition, Myths and Misconceptions

This blog post was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. We break down and demystify common object detection metrics, including mean average precision (mAP) and mean average recall (mAR). ‍This is Part 1 of our Tenyks Series on Object Detection Metrics. This post provides insights into how

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Here you’ll find a wealth of practical technical insights and expert advice to help you bring AI and visual intelligence into your products without flying blind.

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