SPEC: Seeing People in the Wild with an Estimated Camera

1 code implementation • ICCV 2021 • Muhammed Kocabas, Chun-Hao P. Huang, Joachim Tesch, Lea Müller, Otmar Hilliges, Michael J. Black

We then train a novel network that concatenates the camera calibration to the image features and uses these together to regress 3D body shape and pose.

AGORA: Avatars in Geography Optimized for Regression Analysis

1 code implementation • CVPR 2021 • Priyanka Patel, Chun-Hao P. Huang, Joachim Tesch, David T. Hoffmann, Shashank Tripathi, Michael J. Black

Additionally, we fine-tune methods on AGORA and show improved performance on both AGORA and 3DPW, confirming the realism of the dataset.

3D Human Pose Estimation

Populating 3D Scenes by Learning Human-Scene Interaction

1 code implementation • CVPR 2021 • Mohamed Hassan, Partha Ghosh, Joachim Tesch, Dimitrios Tzionas, Michael J. Black

Second, we show that POSA's learned representation of body-scene interaction supports monocular human pose estimation that is consistent with a 3D scene, improving on the state of the art.

Pose Estimation