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Machines that see the world more like humans do

MIT researchers have used probabilistic programming and inverse graphics to develop a framework that enables computer vision systems to more accurately explain 3D scenes observed in 2D images. ....

Matt Turek , Austin Garrett , Marco Cusumano Towner , Falk Pollok , Ben Zinberg , Vikashk Mansinghka , Joshuab Tenenbaum , Matin Ghavamizadeh , Nishad Gothoskar , Dan Gutfreund , Artificial Intelligence Laboratory , Department Of Brain , Aphorism Foundation , Cognitive Sciences , Intel Probabilistic Computing Center , Technology Agency , Watson Ai Lab , Schwarzman College Of Computing , Siegel Family Foundation , Machine Common Sense Program , Probabilistic Computing , Career Development Professor , Cognitive Science , Computer Science , Probabilistic Computing Project , Neural Information Processing Systems ,

Machines that see the world more like humans do

Computer vision systems sometimes make inferences about a scene that fly in the face of common sense. For example, if a robot were processing a scene of a ....

Matt Turek , Austin Garrett , Marco Cusumano Towner , Falk Pollok , Ben Zinberg , Vikashk Mansinghka , Joshuab Tenenbaum , Matin Ghavamizadeh , Nishad Gothoskar , Dan Gutfreund , Artificial Intelligence Laboratory , Department Of Brain , Aphorism Foundation , Cognitive Sciences , Intel Probabilistic Computing Center , Technology Agency , Watson Ai Lab , Schwarzman College Of Computing , Siegel Family Foundation , Machine Common Sense Program , Probabilistic Computing , Career Development Professor , Cognitive Science , Computer Science , Probabilistic Computing Project , Neural Information Processing Systems ,

Technique enables real-time rendering of scenes in 3D

Researchers at MIT and elsewhere have demonstrated a novel technique that vastly increases the speed of rendering 3D scenes from images by using a neural network to reconstruct the 360-degree light field of the underlying 3D scene. ....

Vincent Sitzmann , Joshuab Tenenbaum , Gordon Wetzstein , Williamt Freeman , Semon Rezchikov , Artificial Intelligence Laboratory , Department Of Brain , Office Of Naval Research , Cognitive Sciences , National Science Foundation , Technology Agency , Harvard University , Defense Advanced Research Projects Agency , Stanford University , Computer Science , Gerd Perkins Professor , Electrical Engineering , Neural Information Processing Systems , Naval Research , Singapore Defense Science , Frédo Durand , Vincent Sitzmann , Eural Scene Representation , Neural Rendering , Ight Field Networks ,

Technique enables real-time rendering of scenes in 3D

Humans are pretty good at looking at a single two-dimensional image and understanding the full three-dimensional scene that it captures. Artificial ....

Vincent Sitzmann , Joshuab Tenenbaum , Gordon Wetzstein , Williamt Freeman , Semon Rezchikov , Artificial Intelligence Laboratory , Department Of Brain , Office Of Naval Research , Cognitive Sciences , National Science Foundation , Technology Agency , Harvard University , Defense Advanced Research Projects Agency , Stanford University , Computer Science , Gerd Perkins Professor , Electrical Engineering , Neural Information Processing Systems , Naval Research , Singapore Defense Science ,

Technique enables real-time rendering of scenes in 3D

Humans are pretty good at looking at a single two-dimensional image and understanding the full three-dimensional scene that it captures. Artificial ....

Vincent Sitzmann , Joshuab Tenenbaum , Gordon Wetzstein , Williamt Freeman , Semon Rezchikov , Artificial Intelligence Laboratory , Department Of Brain , Office Of Naval Research , Cognitive Sciences , National Science Foundation , Technology Agency , Harvard University , Defense Advanced Research Projects Agency , Stanford University , Computer Science , Gerd Perkins Professor , Electrical Engineering , Neural Information Processing Systems , Naval Research , Singapore Defense Science ,