notesum.ai

Published at December 5

Unified Framework for Open-World Compositional Zero-shot Learning

cs.CV

Released Date: December 5, 2024

Authors: Hirunima Jayasekara¹, Khoi Pham¹, Nirat Saini¹, Abhinav Shrivastava¹

Aff.: ¹University of Maryland College Park

Arxiv: http://arxiv.org/pdf/2412.04083v1

Refer to caption

Method	Backbone	MIT				C-GQA				VAW-CZSL
		S	U	HM	AUC	S	U	HM	AUC	S	U	HM	AUC
TMN [34]	R18	12.6	0.9	1.2	0.1	-	-	-	-	-	-	-	-
VisProd [25]	R18	20.9	5.8	5.6	0.7	24.8	1.7	2.8	0.33	-	-	-	-
SymNet[20]	R18	21.4	7.0	5.8	0.8	26.7	2.2	3.3	0.43	-	-	-	-
ComCos[24]	R18	25.4	10.0	8.9	1.6	28.4	1.8	2.8	0.39	4.3	1.0	1.1	0.03
CGE[27]	R18	32.4	5.1	6.0	1.0	32.7	1.8	2.9	0.47	8.6	2.8	2.2	0.13
KG-SP[13]	R18	28.4	7.5	6.7	1.3	31.5	2.9	4.7	0.78	6.4	2.4	1.8	0.08
SAD-SP²²2No code base provided to reproduce the results.[19]	R18	29.1	7.6	7.8	1.4	31.0	3.9	5.9	1.0	-	-	-	-
DRANet²²2No code base provided to reproduce the results.[21]	R18	29.8	7.8	7.9	1.5	31.3	3.9	6.0	1.05	-	-	-	-
\cdashline1-14 ADE[8]	ViT-B	-	-	-	-	35.1	4.8	7.6	1.42	-	-	-	-
KG-SP_vit	ViT-B	28.6	11.8	10.3	2.1	31.3	3.4	5.1	0.87	15.0	4.5	3.9	0.38
Ours	ViT-B	36.3	12.5	12.4	3.1	35.8	5.6	7.8	1.6	16.5	6.7	6.7	0.82