Incremental Learning on ImageNet - 10 steps

Metric: # M Params (higher is better)

LeaderboardDataset

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#	Model↕	# M Params▼	Augmentations	Paper	Date↕	Code
1	DER w/o Pruning	116.89	No	DER: Dynamically Expandable Representation for C...	2021-03-31	Code
2	WA	11.68	No	Maintaining Discrimination and Fairness in Class...	2019-11-16	Code
3	iCaRL	11.68	No	iCaRL: Incremental Classifier and Representation...	2016-11-23	Code
4	BiC	11.68	No	Large Scale Incremental Learning	2019-05-30	Code
5	E2E	11.68	No	End-to-End Incremental Learning	2018-07-25	Code
6	DyTox	11.36	No	DyTox: Transformers for Continual Learning with ...	2021-11-22	Code

#1DER w/o PruningSOTA
116.89
# M Params· 2021-03-31
DER: Dynamically Expandable Representation for Class Incremental Learning Code
#2WA
11.68
# M Params· 2019-11-16
Maintaining Discrimination and Fairness in Class Incremental Learning Code
#3iCaRLSOTA
11.68
# M Params· 2016-11-23
iCaRL: Incremental Classifier and Representation Learning Code
#4BiC
11.68
# M Params· 2019-05-30
Large Scale Incremental Learning Code
#5E2E
11.68
# M Params· 2018-07-25
End-to-End Incremental Learning Code
#6DyTox
11.36
# M Params· 2021-11-22
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Code