Interestingly, our analysis shows that this 5% improvement in coverage is across the board, irrespective of whether the emails were sent by large merchants or small local merchants, allowing us to deliver an improved experience for everyone. Hidden in Plain Sight: Images, Words, and Reflections - Sharma, Anoushka. Compared to a text-only approach, we show that we are able to identify 9.12% more email templates corresponding to ~5% more emails being identified as offers. Hidden in Plain Sight: Images, Words, and Reflections. Use LIVE PREVIEW AR to be able to project the image on. The key insight is to leverage the template structure of emails, and use off-the-shelf OCR techniques to obtain the text from images to augment the existing text features offline. Use WALL PREVIEW below to see this image in different settings with different wall color backgrounds.

In this paper, we describe a cost-effective approach for extracting signals from both the text and image content of commercial emails in the context of a free email platform that serves over a billion users around the world. Training a machine learning (ML) model on a rendered image-rich email and applying it to each incoming email can be prohibitively expensive. For instance, we can highlight offers that are expiring soon, or display a notification when there's an unexpired offer from a merchant if your phone recognizes that you are at that merchant's store.Ī key challenge in extracting information from such commercial emails is that they are often image-rich and contain very little text. This information enables an email platform to build several new experiences that can unlock the value in these emails without the user having to navigate and read all of them.

In this paper, we tackle the problem of extracting information from commercial emails promoting an offer to the user. The sheer number of these promotional emails makes it difficult for users to read all these emails and decide which ones are actually interesting and actionable. During the last two years of his life, Evans made more than 2,600 pictures with the SX-70, revisiting many of the subjects that had preoccupied him throughout. While some emails originate as a result of a transaction (e.g., hotel or restaurant reservation confirmations, online purchase receipts, shipping notifications, etc.), a large fraction are commercial emails promoting an offer (a special sale, free shipping, available for a limited time, etc.). Jens returns to a time before technology took over the photography world.A vast majority of the emails received by people today are machine-generated by businesses communicating with consumers. A story that describes the brutal occupation of Greece by the Nazis. You’ll learn to open your eyes, observe, anticipate and work with what you’ve got. Join us for a discussion with author Karen Batshaw about her book Hidden in Plain Sight. He is also taking a minimalist approach to getting the best shots. Filled with entertaining anecdotes and (mis)adventures, Jens engaging photographs are accompanied by tips that come directly from his personal experience. Hide in Plain Sight is all about sharing knowledge and inspiring others photographers, their subjects and those viewing the end result. You don’t need a better camera, more equipment or expensive software. Along the way you’ll improve your own photography skills with a selection of 100 tips designed to enhance a new perspective on people and places around you. Connect with your surroundings, reconsider composition, improve your intuition and don’t rely on technology.įollow him on a journey around the world with images that capture the humanity and local character of every place he visits. Whether you’re traveling around the world or just around the block, photographer Jens Lennartsson’s approach to photography will help you create better images. A collection of 100 concrete tips that will make you a better travel photographer without buying any new gear.

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