Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

Deep 3D Human Pose Estimation under Partial Body Presence

Abstract: 

This paper addresses the problem of 3D human pose estimation when not all body parts are present in the input image, i.e., when some body joints are present while other joints are fully absent (we exclude self-occlusion). State-of-the-art is not designed and thus not effective for such cases. We propose a deep CNN to regress the human pose directly from an input image; we design and train this network to work under partial body presence. Parallel to this, we train a detection network to classify the presence or absence of each of the main body joints in the input image. The outputs of our detection and regression networks are a) joints that are present and b) joints that are absent. With these outputs, our method reconstructs the full body skeleton. Evaluations on the Hu-man3.6M dataset yield promising results compared to related work.

up
0 users have voted:

Paper Details

Authors:
Saeid Vosoughi and Maria A. Amer
Submitted On:
8 October 2018 - 6:20pm
Short Link:
Type:
Demo
Event:
Paper Code:
TQ.L1.4
Document Year:
2018
Cite

Document Files

3D_humanPose_demo.mp4_.avi_.zip

(34 downloads)

Subscribe

[1] Saeid Vosoughi and Maria A. Amer, "Deep 3D Human Pose Estimation under Partial Body Presence", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3647. Accessed: Dec. 13, 2018.
@article{3647-18,
url = {http://sigport.org/3647},
author = {Saeid Vosoughi and Maria A. Amer },
publisher = {IEEE SigPort},
title = {Deep 3D Human Pose Estimation under Partial Body Presence},
year = {2018} }
TY - EJOUR
T1 - Deep 3D Human Pose Estimation under Partial Body Presence
AU - Saeid Vosoughi and Maria A. Amer
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3647
ER -
Saeid Vosoughi and Maria A. Amer. (2018). Deep 3D Human Pose Estimation under Partial Body Presence. IEEE SigPort. http://sigport.org/3647
Saeid Vosoughi and Maria A. Amer, 2018. Deep 3D Human Pose Estimation under Partial Body Presence. Available at: http://sigport.org/3647.
Saeid Vosoughi and Maria A. Amer. (2018). "Deep 3D Human Pose Estimation under Partial Body Presence." Web.
1. Saeid Vosoughi and Maria A. Amer. Deep 3D Human Pose Estimation under Partial Body Presence [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3647