notesum.ai

Published at November 22

Learning to Stabilize Faces

cs.CV

Released Date: November 22, 2024

Authors: Jan Bednarik, Erroll Wood, Vasileios Choutas, Timo Bolkart, Daoye Wang, Chenglei Wu, Thabo Beeler

Arxiv: http://arxiv.org/abs/2411.15074v1

[Uncaptioned image]

face					upper face				head
method	$m_{d}\downarrow$	$m_{x}\downarrow$	$m_{\text{AUC}}\uparrow$		$m_{d}\downarrow$	$m_{x}\downarrow$	$m_{\text{AUC}}\uparrow$		$m_{d}\downarrow$	$m_{x}\downarrow$	$m_{\text{AUC}}\uparrow$
$PROC_{head}$	$3.46\pm 2.37$	$14.76$	$40.30$		$3.48\pm 2.32$	$11.85$	$40.15$		$3.34\pm 2.32$	$14.76$	$42.03$
$PROC_{face}$	$2.84\pm 2.21$	$14.22$	$49.67$		$2.71\pm 1.86$	$10.85$	$50.08$		$3.39\pm 2.51$	$14.22$	$42.82$
$PROC_{upper}$	$1.40\pm 1.28$	$8.36$	$72.15$		$1.38\pm 1.24$	$5.92$	$72.32$		$1.53\pm 1.33$	$8.36$	$69.63$
$UNPOSE$	$1.32\pm 0.94$	$7.75$	$73.50$		$1.25\pm 0.80$	$4.44$	$74.73$		$1.72\pm 1.21$	$7.99$	$65.85$
$UNPOSE_{id}$	$1.46\pm 0.98$	$8.08$	$70.82$		$1.42\pm 0.93$	$5.59$	$71.40$		$1.71\pm 1.10$	$8.08$	$65.86$
$CMAP$	$1.20\pm 0.86$	$6.15$	$75.71$		$1.19\pm 0.85$	$4.52$	$75.96$		$1.33\pm 0.89$	$\mathbf{6.15}$	$73.14$
OUR	$\mathbf{1.08\pm 0.64}$	$\mathbf{5.37}$	$\mathbf{78.03}$		$\mathbf{1.07\pm 0.63}$	$\mathbf{3.85}$	$7\mathbf{8.39}$		$\mathbf{1.29\pm 0.78}$	$6.36$	$\mathbf{74.05}$