Hybrid Relative Attributes Based on Sparse Coding for Zero-Shot Image Classification

Table 4

Comparisons of attributes’ ranking accuracy for Pub Fig dataset (%).

	B-SVM	RFUA	HAP			RA	SC-HRA
Male	80.41	80.92	81.6	82.91	81.39	85.10	90.34
White	71.03	76.93	77.91	78.6	77.62	80.25	88.72
Young	74.62	78.45	79.42	80.72	79.47	82.56	81.15
Smiling	70.59	71.48	72.46	73.77	72.97	75.96	80.75
Chubby	58.45	68.78	69.71	69.03	69.5	71.49	75.92
Visible Forehead	68.92	84.92	85.28	87.48	86.15	90.03	87.76
Bushy Eyebrows	63.22	67.72	66.46	67.67	66.97	69.95	74.57
Narrow Eyes	80.53	77.82	78.82	79.59	78.61	81.78	84.16
Pointy Nose	70.19	70.29	71.28	73.13	72.15	75.32	78.35
Big Lips	68.97	71.55	72.52	72.83	72.58	74.67	78.89
Round Face	75.56	74.12	75.11	76.42	75.44	78.61	84.54
Average	71.14	74.82	75.51	76.56	75.71	78.70	82.29