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Table 4 MPJPE performance comparison in different variances (1.0, 4.0, and 8.0) of heatmap on the validation and test datasets-A

From: 3D human pose estimation model using location-maps for distorted and disconnected images by a wearable omnidirectional camera

Model

Backbone

Var.

Head

Neck

Torso

Waist

Shoulders

Elbows

Wrists

Hands

All

Validation dataset-A

Ours (var. 1.0)

HRNet-W24

1.0

0.018

0.000

0.021

0.022

0.012

0.037

0.051

0.058

0.031

Ours (var. 4.0)

HRNet-W24

4.0

0.029

0.000

0.022

0.018

0.016

0.034

0.045

0.051

0.030

Ours (var. 8.0)

HRNet-W24

8.0

0.048

0.000

0.031

0.031

0.025

0.051

0.054

0.062

0.041

Test dataset-A

Ours (var. 1.0)

HRNet-W24

1.0

0.052

0.000

0.053

0.066

0.029

0.160

0.296

0.349

0.153

Ours (var. 4.0)

HRNet-W24

4.0

0.048

0.000

0.050

0.066

0.027

0.154

0.285

0.325

0.146

Ours (var. 8.0)

HRNet-W24

8.0

0.052

0.000

0.051

0.061

0.026

0.157

0.289

0.329

0.147

  1. The best performance estimations are italicized