ailia MODELS : PoseEstimation

Models for pose estimation

Estimate human pose keypoints from single image.

Coco

Name	AP	Method	Publish Date
pose_resnet (256x192_pose_resnet_50)	0.704 (coco2017)	TopDown	2019
openpose	0.618 (coco2016)	BottomUp	2017
lightweight-human-pose-estimation (mobilenetv1)	0.428 (coco2016)	BottomUp	2018

Metrics

AP

• PoseResnet https://github.com/microsoft/human-pose-estimation.pytorch
• LightWeightHumanPose https://arxiv.org/pdf/1811.12004.pdf
• OpenPose https://arxiv.org/pdf/1611.08050.pdf

Leader board

Pose Estimation https://paperswithcode.com/task/pose-estimation