{"id":150016,"date":"2022-11-12T21:24:16","date_gmt":"2022-11-13T03:24:16","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2022\/11\/google-ai-researchers-propose-an-artificial-intelligence-based-method-for-learning-perpetual-view-generation-of-natural-scenes-solely-from-single-view-photos"},"modified":"2022-11-12T21:24:16","modified_gmt":"2022-11-13T03:24:16","slug":"google-ai-researchers-propose-an-artificial-intelligence-based-method-for-learning-perpetual-view-generation-of-natural-scenes-solely-from-single-view-photos","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2022\/11\/google-ai-researchers-propose-an-artificial-intelligence-based-method-for-learning-perpetual-view-generation-of-natural-scenes-solely-from-single-view-photos","title":{"rendered":"Google AI Researchers Propose An Artificial Intelligence-Based Method For Learning Perpetual View Generation of Natural Scenes Solely From Single-View Photos"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/google-ai-researchers-propose-an-artificial-intelligence-based-method-for-learning-perpetual-view-generation-of-natural-scenes-solely-from-single-view-photos3.jpg\"><\/a><\/p>\n<p>Our earth is gorgeous, with majestic mountains, breathtaking seascapes, and tranquil forests. Flying past intricately detailed, three-dimensional landscapes, picture yourself taking in this splendor as a bird might. Is it possible for computers to learn to recreate this kind of visual experience? However, current techniques that combine new perspectives from photos typically only allow for a small amount of camera motion. Most earlier research can only extrapolate scene content within a constrained range of views corresponding to a subtle head movement.<\/p>\n<p>In a recent research by Google Research, Cornell Tech, and UC Berkeley, they presented a technique for learning to create unrestricted flythrough videos of natural situations beginning with a single view, where this capacity is learned through a collection of single images, without the need for camera poses or even several views of each scene. This method can take a single image and construct long camera trajectories of hundreds of new views with realistic and varied contents during testing, despite never having seen a video during training. This method contrasts with the most recent cutting-edge supervised view generation techniques, which demand posed multi-view films and exhibit better performance and synthesis quality.<\/p>\n<p>The fundamental concept is that they gradually learn to generate flythroughs. Using single-image depth prediction techniques, they first compute a depth map from a beginning view, such as the first image in the figure below. After rendering the image to a new camera viewpoint, as illustrated in the middle, they use that depth map to create a new image and depth map from that viewpoint.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our earth is gorgeous, with majestic mountains, breathtaking seascapes, and tranquil forests. Flying past intricately detailed, three-dimensional landscapes, picture yourself taking in this splendor as a bird might. Is it possible for computers to learn to recreate this kind of visual experience? However, current techniques that combine new perspectives from photos typically only allow for [\u2026]<\/p>\n","protected":false},"author":556,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-150016","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/150016","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/556"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=150016"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/150016\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=150016"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=150016"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=150016"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}