Deep learning-based human pose estimation: A survey
Human pose estimation aims to locate the human body parts and build human body
representation (eg, body skeleton) from input data such as images and videos. It has drawn …
representation (eg, body skeleton) from input data such as images and videos. It has drawn …
DeepLabCut: markerless pose estimation of user-defined body parts with deep learning
Quantifying behavior is crucial for many applications in neuroscience. Videography provides
easy methods for the observation and recording of animal behavior in diverse settings, yet …
easy methods for the observation and recording of animal behavior in diverse settings, yet …
Realtime multi-person 2d pose estimation using part affinity fields
We present an approach to efficiently detect the 2D pose of multiple people in an image. The
approach uses a nonparametric representation, which we refer to as Part Affinity Fields …
approach uses a nonparametric representation, which we refer to as Part Affinity Fields …
Rmpe: Regional multi-person pose estimation
HS Fang, S **
We introduce associative embedding, a novel method for supervising convolutional neural
networks for the task of detection and grou**. A number of computer vision problems can …
networks for the task of detection and grou**. A number of computer vision problems can …
Towards accurate multi-person pose estimation in the wild
We propose a method for multi-person detection and 2-D pose estimation that achieves
state-of-art results on the challenging COCO keypoints task. It is a simple, yet powerful, top …
state-of-art results on the challenging COCO keypoints task. It is a simple, yet powerful, top …
Personlab: Person pose estimation and instance segmentation with a bottom-up, part-based, geometric embedding model
We present a box-free bottom-up approach for the tasks of pose estimation and instance
segmentation of people in multi-person images using an efficient single-shot model. The …
segmentation of people in multi-person images using an efficient single-shot model. The …