Faster VoxelPose: Real-time 3D Human Pose Estimation by ... - GitHub
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic Projection, Hang Ye, Wentao Zhu, Chunyu Wang, Rujie Wu, and Yizhou Wang ECCV 2022. The overall framework of Faster-VoxelPose is presented below.
VoxelTrack: Multi-Person 3D Human Pose Estimation and …
We first discretize the 3D space by regular voxels and compute a feature vector for each voxel by averaging the body joint heatmaps that are inversely projected from all views. We estimate 3D poses from the voxel representation by predicting whether each …
To overcome these weaknesses, we firstly cast the 3D hand and human pose estimation problem from a sin-gle depth map into a voxel-to-voxel prediction that uses a 3D voxelized grid and estimates the per-voxel likelihood for each keypoint. We design our model as a 3D CNN that pro-vides accurate estimates while running in real-time.
王亦洲课题组 ECCV 2022 入选论文解读：基于正交投影的实时三维 …
2022年8月8日 · 本文是对发表于计算机视觉领域顶级会议 ECCV 2022的论文 Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic Projection 的解读。 该论文由北京大学王亦洲课题组与微软亚洲研究院主管研究员王春雨合作完成，研究了多人多相机三维姿态估计问题。
IDOL: Instant Photorealistic 3D Human Creation
The architecture of IDOL, a fully differentiable transformer-based framework for reconstructing animatable 3D human from a single image. The model integrates a high-resolution encoder and fuses image tokens with learnable UV tokens through the UV-Alignment Transformer.
VoxelPose: Towards Multi-Camera 3D Human Pose Estimation …
2020年4月13日 · Abstract: We present an approach to estimate 3D poses of multiple people from multiple camera views. In contrast to the previous efforts which require to establish cross-view correspondence based on noisy and incomplete 2D pose estimations, we present an end-to-end solution which directly operates in the $3$D space, therefore avoids making ...
In this paper, we propose a new multi-person multi-view 3D pose estimation model, FasterVoxelPose+, which addresses the above problem of real-time voxel-based work in two step. First, we introduce a novel projection method for constructing voxel features, i.e., the Depth-wise Projection Decay, DPD.
A real time system for robust 3D voxel reconstruction of human …
We present a multi-PC/camera system that can perform 3D reconstruction and ellipsoid fitting of moving humans in real time. The system consists of five cameras. Each camera is connected to a PC which locally extracts the silhouettes of the moving person in …
Faster VoxelPose: Real-time 3D Human Pose Estimation by …
2022年7月22日 · Abstract: While the voxel-based methods have achieved promising results for multi-person 3D pose estimation from multi-cameras, they suffer from heavy computation burdens, especially for large scenes. We present Faster VoxelPose to address the challenge by re-projecting the feature volume to the three two-dimensional coordinate planes and ...
VTP: volumetric transformer for multi-view multi-person 3D pose ...
2023年8月25日 · This paper presents Volumetric Transformer Pose Estimator (VTP), the first 3D volumetric transformer framework for multi-view multi-person 3D human pose estimation. VTP aggregates features from 2D keypoints in all camera views and directly learns the spatial relationships in the 3D voxel space in an end-to-end fashion.