06-17-2022, 01:01 AM
Category reconstruction from image/video collections. Category-agnostic video shape reconstruction. 3D shapes from a set of 2D point trajectories in a class-agnostic way. As our results show, they may still produce blurry geometry and unrealistic articulations. However, they heavily rely on background registration, and fail when the motion between objects and background is large. Moreover, the deformations cannot be explicitly controlled by user inputs. NeRFs, but they rely on a human body model, or synchronized multi-view video inputs. We model the deformable object in a canonical time-invariant space, i.e. the “rest” body pose space, that can be transformed to the “articulated” pose in the camera space at each time instance with forward mappings, and transform back with backward mappings. We use implicit functions to represent the 3D shape, color, and dense semantic embeddings of the object. Our neural 3D model can be deformed and rendered into images at each time instance via differentiable volume rendering, and optimized to ensure consistency between the rendered images and multiple cues in the observed images, including color, silhouette, optical flow, and 2D pixel feature embeddings.|Look, baseball fans are crazy. These Brewers fans, all dressed up for a 2012 game between the Pittsburgh Pirates and Milwaukee Brewers, kind of prove our point. See more sports pictures. It's a simple rule of baseball fandom etiquette: If ever an argument ensues, the person who names seven statistics down to the third decimal place in support of his or her team wins the day. Go ask any bartender in Chicago, New York, St. Louis or Boston. That's because baseball fans, no matter how much they might deny it, are number geeks at heart. So out come the spreadsheets: RBIs, Hs, Rs, SOs, AVGs and many more. If your team wins, it doesn't matter how many on-bases the other guy manages to get after the seventh inning on alternate Wednesdays. And the only thing bigger than a win is an entire streak of wins. Consider it a royal flush hand in the world of sports. What's a streak? It's any consecutive number of victories by a single team or player.
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