Table 1 Reviewed Works in Yoga Pose Recognition

From: Automated identification of Shankha Prakshalana yoga poses with machine learning techniques

Ref.

Year

Features Extracted

Models Used

Application

12

2019

Poselet conditioned

pictorial structures

Poselet conditioned

pictorial structures

Human pose estimation

13

2020

Object detection

features

YOLO V4

Object detection in

yoga postures

18

2018

Multi-person pose

features

Part affinity fields

Multi-person yoga

pose estimation

19

2019

Pose estimation from

image sensor data

Improved convolutional

pose machines

Human pose estimation

using image sensor data

20

2017

3D pose estimation

features

Robust 3D human poses

from a single image

3D human pose

estimation

21

2016

Pose recognition

from depth images

Real-time human pose

recognition in parts from

single depth images

Yoga pose recognition

22

2014

Depth and joint

relationship features

Articulated Pose

Estimation Models

3D human pose

estimation

23

2017

Part affinity fields

Convolutional Pose

Networks

Real-time human

pose estimation

24

2019

Spatial-temporal

features

Temporal Convolutional

Networks

Real-time yoga

recognition

25

2019

Object detection

features

Improved YOLO-V3

models for object detection

Object detection in

agriculture and

surveillance