Fetching the paper…

Reading the bibliography…

2024

PCIE_EgoHandPose Solution for EgoExo4D Hand Pose Challenge

Chen, Feng, Ding, Ling, Lertniphonphan, Kanokphan et al.

Original
PDF
Post on X

Understand

This report presents our team's 'PCIE_EgoHandPose' solution for the EgoExo4D Hand Pose Challenge at CVPR2024.

The main goal of the challenge is to accurately estimate hand poses, which involve 21 3D joints, using an RGB egocentric video image provided for the task.
This task is particularly challenging due to the subtle movements and occlusions.
To handle the complexity of the task, we propose the Hand Pose Vision Transformer (HP-ViT).

PCIE_EgoHandPose Solution for EgoExo4D Hand Pose Challenge · Around

Built on

Microsoft coco: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge J. Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C. Lawrence Zitnick · 2014
Earlier work this paper cites.
Attention is all you need
Ashish Vaswani, Noam M. Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin · 2017
Earlier work this paper cites.
An image is worth 16x16 words: Transformers for image recognition at scale
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby · 2021
Earlier work this paper cites.

Similar

Yolox: Exceeding yolo series in 2021
Original
Zheng Ge, Songtao Liu, Feng Wang, Zeming Li, and Jian Sun · 2021
Cited alongside, same era.
Human pose regression with residual log-likelihood estimation
Jiefeng Li, Siyuan Bian, Ailing Zeng, Can Wang, Bo Pang, Wentao Liu, and Cewu Lu · 2021
Cited alongside, same era.
Weighted boxes fusion: Ensembling boxes from different object detection models
Roman Solovyev, Weimin Wang, and Tatiana Gabruseva · 2021
Cited alongside, same era.

Then

ViTPose: Simple vision transformer baselines for human pose estimation
Yufei Xu, Jing Zhang, Qiming Zhang, and Dacheng Tao · 2022
Later among the works it cites.
Ego-exo4d: Understanding skilled human activity from first- and third-person perspectives
Original
Kristen Grauman et al · 2023
Later among the works it cites.
Potter: Pooling attention transformer for efficient human mesh recovery
Ce Zheng, Xianpeng Liu, Guo-Jun Qi, and Chen Chen · 2023
Later among the works it cites.

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…