notesum.ai

Published at December 3

Unveiling Concept Attribution in Diffusion Models

cs.CV

cs.LG

Released Date: December 3, 2024

Authors: Quang H. Nguyen¹, Hoang Phan¹, Khoa D. Doan¹

Aff.: ¹College of Engineering and Computer Science, VinUniversity, Vietnam

Arxiv: http://arxiv.org/pdf/2412.02542v1

Refer to caption

Classes	Accuracy on target classes $\downarrow$						Accuracy on other classes $\uparrow$
Classes	SD-1.4	ConceptPrune	ESD	RECE	UCE	CAD (Ours)	SD-1.4	ConceptPrune	ESD	RECE	UCE	CAD (Ours)
Cassette player	7.20	2.60	0.00	0.00	0.00	0.40	86.07	76.73	57.53	89.13	89.13	80.13
Chain saw	69.00	1.00	0.40	0.00	0.00	0.00	79.20	63.97	29.24	75.69	75.69	69.22
Church	76.20	21.00	3.60	1.20	15.20	1.60	78.40	65.00	65.24	80.50	80.20	73.49
English Springer	93.80	1.00	0.20	0.00	0.10	1.40	76.44	62.00	47.48	77.80	78.00	71.91
French horn	98.60	7.40	0.20	0.00	0.00	4.40	75.91	63.17	45.11	74.33	74.33	70.87
Garbage truck	85.60	1.40	0.00	0.00	15.60	3.80	77.36	65.62	47.36	65.40	77.51	63.69
Gas pump	79.00	36.80	0.00	0.00	0.00	0.20	78.09	68.28	48.58	79.02	79.02	67.69
Golf ball	95.80	28.60	0.20	0.00	0.60	4.20	76.22	65.55	48.90	79.00	78.78	73.27
Parachute	96.20	30.00	0.80	0.00	1.00	2.00	76.18	62.17	61.28	78.20	77.87	68.91
Tench	80.40	2.80	1.40	0.00	0.00	0.20	77.93	67.57	60.80	78.56	78.56	72.67