580 citations · 768 across the 73 of their papers we have counts for
4 papers · 1 filter
Learning 3D Human Dynamics from Video
Angjoo Kanazawa, Jason Y. Zhang, Panna Felsen +1
From an image of a person in action, we can easily guess the 3D motion of the person in the immediate past and future. This is because we have a mental model of 3D human dynamics t…
SFV: Reinforcement Learning of Physical Skills from Videos
Xue Bin Peng, Angjoo Kanazawa, Jitendra Malik +2
Data-driven character animation based on motion capture can produce highly naturalistic behaviors and, when combined with physics simulation, can provide for natural procedural res…
Variational Discriminator Bottleneck: Improving Imitation Learning, Inverse RL, and GANs by Constraining Information Flow
Xue Bin Peng, Angjoo Kanazawa, Sam Toyer +2
Adversarial learning methods have been proposed for a wide range of applications, but the training of adversarial models can be notoriously unstable. Effectively balancing the perf…
Learning Category-Specific Mesh Reconstruction from Image Collections
Angjoo Kanazawa, Shubham Tulsiani, Alexei A. Efros +1
We present a learning framework for recovering the 3D shape, camera, and texture of an object from a single image. The shape is represented as a deformable 3D mesh model of an obje…