Back to optimization: Diffusion-based zero-shot 3d human pose estimation

Z Jiang, Z Zhou, L Li, W Chai… - Proceedings of the …, 2024 - openaccess.thecvf.com
Learning-based methods have dominated the 3D human pose estimation (HPE) tasks with
significantly better performance in most benchmarks than traditional optimization-based …

A universal protocol to benchmark camera calibration for sports

F Magera, T Hoyoux, O Barnich… - Proceedings of the …, 2024 - openaccess.thecvf.com
Camera calibration is a crucial component in the realm of sports analytics as it serves as the
foundation to extract 3D information out of the broadcast images. Despite the significance of …

Unsupervised 3D Pose Estimation with Non-Rigid Structure-from-Motion Modeling

H Ji, H Deng, Y Dai, H Li - Proceedings of the IEEE/CVF …, 2024 - openaccess.thecvf.com
Most existing 3D human pose estimation work rely heavily on the powerful memory
capability of networks to obtain suitable 2D-3D mappings from the training data. Few works …

UniHPE: Towards Unified Human Pose Estimation via Contrastive Learning

Z Jiang, W Chai, L Li, Z Zhou, CY Yang… - arXiv preprint arXiv …, 2023 - arxiv.org
In recent times, there has been a growing interest in developing effective perception
techniques for combining information from multiple modalities. This involves aligning …

Efficient Domain Adaptation via Generative Prior for 3D Infant Pose Estimation

Z Zhou, Z Jiang, W Chai, CY Yang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Although 3D human pose estimation has gained impressive development in recent years,
only a few works focus on infants, that have different bone lengths and also have limited …

GTA: Global Tracklet Association for Multi-Object Tracking in Sports

J Sun, HW Huang, CY Yang, Z Jiang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Multi-object tracking in sports scenarios has become one of the focal points in computer
vision, experiencing significant advancements through the integration of deep learning …

3D Baseball Pitcher Pose Reconstruction Using Joint-wise Volumetric Triangulation and Baseball Customized Filter System

YW Chiu, KT Huang, YR Wu, JH Huang, WL Hsu… - IEEE …, 2024 - ieeexplore.ieee.org
3D human pose estimation (HPE) has become increasingly important in baseball analytic,
but there are several difficulties pertaining to pose estimation in real-world baseball pitching …

JADE: Joint-aware Latent Diffusion for 3D Human Generative Modeling

H Ji, R Wang, T Lin, H Li - arXiv preprint arXiv:2412.20470, 2024 - arxiv.org
Generative modeling of 3D human bodies have been studied extensively in computer vision.
The core is to design a compact latent representation that is both expressive and …

3D Human Pose Analysis via Diffusion Synthesis

H Ji, H Li - arXiv preprint arXiv:2401.08930, 2024 - arxiv.org
Diffusion models have demonstrated remarkable success in generative modeling. In this
paper, we propose PADS (Pose Analysis by Diffusion Synthesis), a novel framework …

Platypose: Calibrated Zero-Shot Multi-Hypothesis 3D Human Motion Estimation

PA Pierzchlewicz, CO da Silva, RJ Cotton… - arXiv preprint arXiv …, 2024 - arxiv.org
Single camera 3D pose estimation is an ill-defined problem due to inherent ambiguities from
depth, occlusion or keypoint noise. Multi-hypothesis pose estimation accounts for this …