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How We Cleaned Up PASCAL and Improved mAP By 13%

This article was originally published at Hasty’s website. It is reprinted here with the permission of Hasty. We cleaned up all 17.120 images of the PASCAL VOC 2012 dataset in a week using Hasty’s AI-powered QC feature. We found that 6.5% of the images in PASCAL had different errors (missing labels, class label errors, etc.). …

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How to Build a Custom Embedded Stereo System for Depth Perception

This article was originally published at Teledyne FLIR’s website. It is reprinted here with the permission of Teledyne FLIR. There are various 3D sensor options for developing depth perception systems including, stereo vision with cameras, lidar, and time-of-flight sensors.  Each option has its strengths and weaknesses.  A stereo system is typically low cost, rugged enough …

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Transformers in Computer Vision

This technical article was originally published at Axelera AI’s website. It is reprinted here with the permission of Axelera AI. Convolutional Neural Networks (CNN) have been dominant in Computer Vision applications for over a decade. Today, they are being outperformed and replaced by Vision Transformers (ViT) with a higher learning capacity. The fastest ViTs are …

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Multilayer Perceptrons (MLP) in Computer Vision

This technical article was originally published at Axelera AI’s website. It is reprinted here with the permission of Axelera AI. Convolutional neural networks (CNNs) still dominate today’s computer vision. Recently, however, networks based on transformer blocks have also been applied to typical computer vision tasks such as object classification, detection, and segmentation, attaining state-of-the-art results …

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Is the New NVIDIA Jetson AGX Orin Really a Game Changer? We Benchmarked It

This technical article was originally published by SmartCow AI Technologies. It is reprinted here with the permission of SmartCow AI Technologies. On March 22th 2022, NVIDIA announced the availability of its new edge computing platform, the Jetson AGX Orin™ developer kit. The production version is being released on Q4 2022 at roughly the same price …

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Managing Video Streams in Runtime with the NVIDIA DeepStream SDK

This technical article was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Transportation monitoring systems, healthcare, and retail have all benefited greatly from intelligent video analytics (IVA). DeepStream is an IVA SDK. DeepStream enables you to attach and detach video streams in runtime without affecting the entire deployment. This …

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Autonomous Self-Driving Technology in Greenhouses and Outdoors

Autonomous self-driving greenhouse tow-tractors with Cyberworks Robotics retrofit system based on Intel RealSense cameras For Fernlea Flowers, implementing AGV tractors was key to providing a safe working environment for their employees while improving efficiencies and order fulfilment. Retrofitting these vehicles for autonomous driving ensures safe working distances can be maintained without sacrificing efficiency while minimising …

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Enabling AI Vision at the Edge

This article was originally published at OpenFive’s website. It is reprinted here with the permission of OpenFive. Computer vision has made tremendous advances in the last several years due to the proliferation of AI technology. The intersection of big data and massive parallel computing changed the way in which machines are programmed to understand unstructured …

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Building and Deploying a Face Mask Detection Application Using NGC Collections

This technical article was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. AI workflows are complex. Building an AI application is no trivial task, as it takes various stakeholders with domain expertise to develop and deploy the application at scale. Data scientists and developers need easy access to software …

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