notesum.ai

Published at December 9

Class Balance Matters to Active Class-Incremental Learning

cs.CV

Released Date: December 9, 2024

Authors: Zitong Huang¹, Ze Chen², Yuanze Li¹, Bowen Dong¹, Erjin Zhou², Yong Liu³, Rick Siow Mong Goh³, Chun-Mei Feng³, Wangmeng Zuo¹

Aff.: ¹Harbin Institute of Technology, Harbin, China; ²MEGVII Technology, Beijing, China; ³Institute of High Performance Computing, A*STAR Singapore, Singapore

Arxiv: http://arxiv.org/pdf/2412.06642v1

KM.	Ent.	CS.	BD.	GS.	ULD.	Accuracy in each session (%) $\uparrow$										Avg $\uparrow$
KM.	Ent.	CS.	BD.	GS.	ULD.	1	2	3	4	5	6	7	8	9	10	Avg $\uparrow$
				✓		86.02	73.39	75.74	73.33	74.51	71.69	68.64	66.97	65.10	66.59	72.19
✓	✓					85.24	71.80	72.96	69.63	72.73	70.07	67.09	65.62	64.10	63.95	70.31
✓		✓				86.60	73.64	75.13	73.54	74.67	71.75	68.19	67.27	64.65	64.72	72.01
✓			✓			86.94	72.95	74.68	73.60	74.15	72.42	68.36	66.88	64.97	65.31	72.03
✓				✓		89.71	75.69	77.52	74.60	75.80	72.86	69.17	68.49	66.73	67.22	73.38
✓				✓	✓	89.71	75.87	79.12	76.76	77.93	74.72	71.10	70.65	68.06	68.50	75.20