Semi-Supervised Human Pose Estimation
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Benchmarks
PoPArt
COCO 1% labeled data
Most implemented
Semi-supervised Human Pose Estimation in Art-historical Images
Papers
Denoising and Selecting Pseudo-Heatmaps for Semi-Supervised Human Pose Estimation
We propose a new semi-supervised learning design for human pose estimation that revisits the popular dual-student framework and enhances it two ways. First, we introduce a denoising scheme to generate reliable pseudo-hea…
DenoisingPose EstimationSemi-Supervised Human Pose EstimationSemi-supervised Human Pose Estimation in Art-historical Images
Gesture as language of non-verbal communication has been theoretically established since the 17th century. However, its relevance for the visual arts has been expressed only sporadically. This may be primarily due to the…
2D Human Pose EstimationKeypoint DetectionPose EstimationRetrieval+2Pose-MUM : Reinforcing Key Points Relationship for Semi-Supervised Human Pose Estimation
A well-designed strong-weak augmentation strategy and the stable teacher to generate reliable pseudo labels are essential in the teacher-student framework of semi-supervised learning (SSL). Considering these in mind, to …
Pose EstimationSemi-Supervised Human Pose EstimationUnsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room
The fine-grained localization of clinicians in the operating room (OR) is a key component to design the new generation of OR support systems. Computer vision models for person pixel-based segmentation and body-keypoints …
2D Human Pose EstimationInstance SegmentationPrivacy PreservingSemi-Supervised Human Pose Estimation+3An Empirical Study of the Collapsing Problem in Semi-Supervised 2D Human Pose Estimation
Semi-supervised learning aims to boost the accuracy of a model by exploring unlabeled images. The state-of-the-art methods are consistency-based which learn about unlabeled images by encouraging the model to give consist…
2D Human Pose EstimationPose EstimationSemi-Supervised Human Pose Estimation