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Federated Class-Incremental Learning on TinyImageNet (test)

49Score_120

GLFC

Updated 1mo ago

Evaluation Results

Method	Links
GLFC 2022.03		49	-	-	-	-	45	-	-	-	40.3	51.1	-	66	55.3
DDE + iCaRL + FL 2022.03		45.3	-	-	-	-	41	-	-	-	36	47.3	3.8	63	51.3
GeoDL + iCaRL + FL 2022.03		45	-	-	-	-	40.7	-	-	-	36	47.4	3.7	65.3	50
PODNet + FL 2022.03		44.7	-	-	-	-	41.3	-	-	-	37	47.9	3.2	66	50.3
BiC + FL 2022.03		43	-	-	-	-	40.3	-	-	-	35.7	46.7	4.4	65.7	48.7
iCaRL + FL 2022.03		42.7	-	-	-	-	38.7	-	-	-	35	45.9	5.2	65	48
GLFC 2022.03		41	42.7	40	39.3	38	36.7	35.3	34	33	31.7	37.2	-	-	-
GLFC-w/oCGC 2022.03		38.3	40.7	37.3	36	35.3	33.7	33	31.7	30.3	29	34.5	2.7	-	-
SS-IL + FL 2022.03		38.3	-	-	-	-	35	-	-	-	30.3	42.2	8.9	65	42.3
GLFC-w/oPRS 2022.03		38	39	37.3	36.3	34.7	33.3	31.7	31	30.3	28.7	34	3.2	-	-
PODNet + FL 2022.03		35.7	37	34.7	34	33	32.3	31	30	29.3	28	32.5	4.7	-	-
DDE + iCaRL + FL 2022.03		33.7	35	32	31	30.3	30	28.7	28.3	27.3	26	30.2	7	-	-
BiC + FL 2022.03		32.3	32.7	30.3	29	27.7	27.3	26	25.7	24.3	23.3	27.9	9.3	-	-
GeoDL + iCaRL + FL 2022.03		32	33.7	31	30.3	28.7	28	27.3	26.3	25	24.7	28.7	8.5	-	-
SS-IL + FL 2022.03		31	33	29.3	28.3	27.7	27	26.3	26	25	24.3	27.8	9.4	-	-
iCaRL + FL 2022.03		30.3	32	28	27	26.3	25.3	24.7	24	22.7	22	26.2	11	-	-
GLFC-w/oCRD 2022.03		29.7	30.7	29.3	28	27.7	27	25.7	25	24	22.7	27	10.2	-	-