Incremental Learning on ImageNet100 - 10 steps

Metric: Average Incremental Accuracy Top-5 (higher is better)

LeaderboardDataset

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#	Model↕	Average Incremental Accuracy Top-5▼	Augmentations	Paper	Date↕	Code
1	TCIL	94.17	No	Resolving Task Confusion in Dynamic Expansion Ar...	2022-12-29	Code
2	TCIL-Lite	93.6	No	Resolving Task Confusion in Dynamic Expansion Ar...	2022-12-29	Code
3	DER w/o Pruning	93.23	No	DER: Dynamically Expandable Representation for C...	2021-03-31	Code
4	DER	92.79	No	DER: Dynamically Expandable Representation for C...	2021-03-31	Code
5	DyTox	92.04	No	DyTox: Transformers for Continual Learning with ...	2021-11-22	Code
6	WA	91	No	Maintaining Discrimination and Fairness in Class...	2019-11-16	Code
7	BiC	90.6	No	Large Scale Incremental Learning	2019-05-30	Code
8	E2E	89.92	No	End-to-End Incremental Learning	2018-07-25	Code
9	RPSNet	87.9	No	An Adaptive Random Path Selection Approach for I...	2019-06-03	Code
10	iCaRL	83.6	No	iCaRL: Incremental Classifier and Representation...	2016-11-23	Code

#1TCILSOTA
94.17
Average Incremental Accuracy Top-5· 2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Code
#2TCIL-Lite
93.6
Average Incremental Accuracy Top-5· 2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Code
#3DER w/o PruningSOTA
93.23
Average Incremental Accuracy Top-5· 2021-03-31
DER: Dynamically Expandable Representation for Class Incremental Learning Code
#4DER
92.79
Average Incremental Accuracy Top-5· 2021-03-31
DER: Dynamically Expandable Representation for Class Incremental Learning Code
#5DyTox
92.04
Average Incremental Accuracy Top-5· 2021-11-22
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Code
#6WASOTA
91
Average Incremental Accuracy Top-5· 2019-11-16
Maintaining Discrimination and Fairness in Class Incremental Learning Code
#7BiCSOTA
90.6
Average Incremental Accuracy Top-5· 2019-05-30
Large Scale Incremental Learning Code
#8E2ESOTA
89.92
Average Incremental Accuracy Top-5· 2018-07-25
End-to-End Incremental Learning Code
#9RPSNet
87.9
Average Incremental Accuracy Top-5· 2019-06-03
An Adaptive Random Path Selection Approach for Incremental Learning Code
#10iCaRLSOTA
83.6
Average Incremental Accuracy Top-5· 2016-11-23
iCaRL: Incremental Classifier and Representation Learning Code