notesum.ai

Published at May 7

NeurIPS

Released Date: May 7, 2024

Authors: Yue Lu¹, Shizhou Zhang¹, De Cheng², Yinghui Xing¹, Nannan Wang², PENG WANG¹, Yanning Zhang¹

Aff.: ¹School of Computer Science, Northwestern Polytechnical University, China; ²School of Telecommunications Engineering, Xidian University, China

Method	10S-CIFAR-100		20S-CIFAR-100		10S-ImageNet-R		10S-DomainNet
Method	Acc. $\uparrow$	Forgetting $\downarrow$	Acc. $\uparrow$	Forgetting $\downarrow$	Acc. $\uparrow$	Forgetting $\downarrow$	Acc. $\uparrow$	Forgetting $\downarrow$
VPT-Seq	87.27	12.33	82.36	17.36	72.46	19.41	73.28	25.65
VPT-NSP²	91.74	3.28	89.89	4.91	78.88	5.06	83.54	8.54
Upper-bound	93.87	-	93.87	-	84.60	-	89.25	-
CLIP-Seq	72.91	15.13	71.37	17.89	75.69	19.21	67.73	35.60
CLIP-NSP²	80.96	12.45	79.83	13.77	82.17	6.42	77.04	18.33
Upper-bound	84.52	-	84.52	-	84.86	-	81.65	-