3d pose estimation from video

1. What is VideoPose3D?
2. What is 3D human pose estimation?
3. What is AlphaPose?
4. How does pose estimation work?

What is VideoPose3D?

VideoPose3D was the state-of-art model which utilizes “a fully convolutional model based on dilated temporal convolutions over 2D key points” [11].

What is 3D human pose estimation?

Three-dimensional (3D) human pose estimation involves estimating the articulated 3D joint locations of a human body from an image or video.

What is AlphaPose?

AlphaPose is an accurate multi-person pose estimator, which is the first open-source system that achieves 70+ mAP (75 mAP) on COCO dataset and 80+ mAP (82.1 mAP) on MPII dataset. To match poses that correspond to the same person across frames, we also provide an efficient online pose tracker called Pose Flow.

How does pose estimation work?

Pose estimation is a computer vision task that enables machines to detect human figures and understand their body pose in videos and images. It helps machines determine, for example, where the human knee is located in an image.