Xel 3 golf course images full#
Xel 3 golf course images plus#

This annotation process was a major blocker for Arccos: the time expense to create precise masks led to small training sets for their playable-area detector. Compared to assigning tags for image classification or drawing bounding boxes for object detection, the process of creating training data for image segmentation is very time-consuming and prone to annotator error. To create training data for image segmentation tasks, complex shapes in images must be precisely outlined.

Xel 3 golf course images full#

The approach we developed applies to any image segmentation task that aims to identify a subset of visually distinct pixels in an image.Īs opposed to image classification – i.e., “what is this image?” – and object detection – i.e., “where are the bounding boxes of objects in this image?” – image segmentation is the task of finding the full complex shape of objects in a picture – i.e., “what is the exact pixel mask of objects in this image?”Ĭomparison of the three main image-based machine learning tasks: image classification (left), object detection (center) and image segmentation (right). If the caddie knows that there is a tree or some other non-playable obstacle between the golfer and the green (A and B), it can suggest an alternate path to the green.īy making more training data available, we generalized Arccos’ deep learning model and thus improved the virtual caddie’s performance. Screenshot of Arccos’ virtual caddie application. Instead, our technique enables annotators to label training data for image segmentation algorithms rapidly. The auto-labeling technique introduced in this article eliminates the need to painstakingly hand-annotate every pixel of interest in an image. That’s where our team came in: in March 2018 we partnered with Arccos to develop a method for rapidly pre-labeling training data for image segmentation models. Understanding course layout at the necessary granularity requires sophisticated image segmentation, built on deep learning techniques over vast amounts of training data. To deliver all this insight, the Arccos virtual caddie needed to understand the playable and non-playable areas of a golf course. Last year, they gifted golfers a new ace in the hole – their own “virtual caddie” app, powered by Microsoft’s cloud and machine learning.Īccompanying you on the links and crunching data collected on your personal swing history, the 61 million shots hit by other Arccos users, and 386 million geotagged data points from 40,000 courses, the Arccos virtual caddie provides sage advice on each shot, just like a real caddie. Species conservation and freeing program Species reproduction programSchool project and environmental education program Efficient use of resources and responsible management of residues.Partnering with Microsoft, golf performance tracking startup Arccos has set out to use artificial intelligence and machine learning technology to build apps that help golfers step up their game. We are looking to give Mother Earth some of her kindness back, your reservation in Hoteles Xcaret contributes to the actions that Grupo Xcaret has implemented under our Sustainability model to ensure conservation, diffusion and development of the natural, sociocultural and economic heritage for our future generations. Next, we want to show you the list of the culinary geniuses that are positioning Xcaret Hotels as an ideal destination for the lovers of fine dining experiences.

In Hoteles Xcaret, we create a delightful experience for each and every one of your senses in each restaurant. The chefs of our Gastronomic Group are leaders in the culinary scene of our country and inspiration abroad. With 25 restaurants and 10 chefs, Hoteles Xcaret go beyond with an incomparable offer for Cancun and the Riviera Maya destinations.

Xel 3 golf course images plus#

Round-trip transportation to Cancun plus ferry to Isla Mujeres are included. Discover Isla Mujeres, a fascinating island in front of Cancun, where you will find spectacular beaches, a peaceful and relaxed Mexican atmosphere, and important Maya vestiges.