EfficientPose: Scalable single-person pose estimation
Sign Up to like & getrecommendations! Published in 2021 at "Applied Intelligence"
DOI: 10.1007/s10489-020-01918-7
Abstract: Single-person human pose estimation facilitates markerless movement analysis in sports, as well as in clinical applications. Still, state-of-the-art models for human pose estimation generally do not meet the requirements of real-life applications. The proliferation of… read more here.
Keywords: person; person pose; scalable single; pose estimation ... See more keywords
Multi-Person Pose Estimation Using Thermal Images
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DOI: 10.1109/access.2020.3025413
Abstract: Human pose estimation is an important task for several applications, such as video surveillance systems. However, color (i.e., RGB) images may not always be available under certain conditions, such as privacy issues and lack of… read more here.
Keywords: estimation using; person pose; pose estimation; multi person ... See more keywords
Multi-Person Pose Estimation With Accurate Heatmap Regression and Greedy Association
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2022.3153044
Abstract: Multi-person pose estimation aims at localizing the 2D keypoints (or body joints) for all the people in the image. There are mainly two paradigms to perform this task: top-down and bottom-up. In this paper, we… read more here.
Keywords: heatmap regression; multi person; keypoint; heatmap ... See more keywords
PolarPose: Single-Stage Multi-Person Pose Estimation in Polar Coordinates
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2023.3239192
Abstract: Regression based multi-person pose estimation receives increasing attention because of its promising potential in achieving realtime inference. However, the challenges in long-range 2D offset regression have restricted the regression accuracy, leading to a considerable performance… read more here.
Keywords: pose estimation; regression; multi person; estimation polar ... See more keywords
Overcoming Data Deficiency for Multi-Person Pose Estimation.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2023.3244957
Abstract: Building multi-person pose estimation (MPPE) models that can handle complex foreground and uncommon scenes is an important challenge in computer vision. Aside from designing novel models, strengthening training data is a promising direction but remains… read more here.
Keywords: pose estimation; person pose; multi person; overcoming data ... See more keywords