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Transformer models consistently obtain state-of-the-art results in computer vision tasks, including object detection and video classification. In contrast to standard convolutional approaches that process images pixel-by-pixel, the Vision Transformers (ViT) treat an image as a sequence of patch tokens (i.e., a smaller part, or “patch”, of an image made up of multiple pixels). This means that at every layer, a ViT model recombines and processes patch tokens based on relations between each pair of tokens, using multi-head self-attention. In doing so, ViT models have the capability to construct a global representation of the entire image.

Improving Vision Transformer Efficiency and Accuracy by Learning to Tokenize Posted by Michael Ryoo, Research Scientist, Robotics at Google and Anurag Arnab, Research Scientist, Google Research Transformer models ...

The recent Drone Liberalization Policy announced by the central government in 2021, is set to accelerate AI and Robotics enabled technology adoption across sectors, including defence, mining and Logistics. This move is also in line with the government’s ambitious National Logistics Policy, which aims to bring a series of infrastructure and policy changes, and will aid in bringing down the overall logistics costs of the country.

Things to consider for logistics companies before adopting drone delivery systems Reading Time: 3 minutes Share withThe recent Drone Liberalization Policy announced by the central government in 2021, is set to accelerate AI and Robotics enabled technology adoption across sectors, include defence, mining and Logistics. … Read More

There is increasing attention to sustainability. The number of electric vehicles in our streets is getting higher every day. Companies like DHL are stepping up last-mile delivery efforts with electric vehicles. But there are more ways to increase the sustainability efforts of your company than switching to electric vehicles. Such a switch takes a big investment, not only in vehicles but also in charging infrastructure. Why not start with your existing fleet?

3 Ways Fleet Managers Can Lower Their Fleet's Carbon Footprint For businesses with a fleet of commercial vehicles there are different ways to lower their carbon footprint without investing in cleaner vehicles

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