Incremental Learning on CIFAR-100 - 50 classes + 5 steps of 10 classes

Metric: Average Incremental Accuracy (higher is better)

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#	Model↕	Average Incremental Accuracy▼	Augmentations	Paper	Date↕	Code
1	TCIL	74.88	No	Resolving Task Confusion in Dynamic Expansion Ar...	2022-12-29	Code
2	TCIL-Lite	74.3	No	Resolving Task Confusion in Dynamic Expansion Ar...	2022-12-29	Code
3	DER(Standard ResNet-18)	72.6	No	DER: Dynamically Expandable Representation for C...	2021-03-31	Code
4	D3Former	72.23	No	D3Former: Debiased Dual Distilled Transformer fo...	2022-07-25	Code
5	FOSTER	69.46	No	FOSTER: Feature Boosting and Compression for Cla...	2022-04-10	Code
6	RMM (Modified ResNet-32)	68.86	No	RMM: Reinforced Memory Management for Class-Incr...	2023-01-14	Code
7	DER(Modified Res-32)	67.6	No	DER: Dynamically Expandable Representation for C...	2021-03-31	Code
8	CCIL-SD	67.17	No	Essentials for Class Incremental Learning	2021-02-18	Code
9	PODNet (CNN)	64.83	No	PODNet: Pooled Outputs Distillation for Small-Ta...	2020-04-28	Code
10	UCIR (CNN)*	63.42	No	-	-	Code
11	UCIR (NME)*	63.12	No	-	-	Code
12	iCaRL*	57.17	No	iCaRL: Incremental Classifier and Representation...	2016-11-23	Code
13	BiC	56.86	No	Large Scale Incremental Learning	2019-05-30	Code

#1TCILSOTA
74.88
Average Incremental Accuracy· 2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Code
#2TCIL-Lite
74.3
Average Incremental Accuracy· 2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Code
#3DER(Standard ResNet-18)SOTA
72.6
Average Incremental Accuracy· 2021-03-31
DER: Dynamically Expandable Representation for Class Incremental Learning Code
#4D3Former
72.23
Average Incremental Accuracy· 2022-07-25
D3Former: Debiased Dual Distilled Transformer for Incremental Learning Code
#5FOSTER
69.46
Average Incremental Accuracy· 2022-04-10
FOSTER: Feature Boosting and Compression for Class-Incremental Learning Code
#6RMM (Modified ResNet-32)
68.86
Average Incremental Accuracy· 2023-01-14
RMM: Reinforced Memory Management for Class-Incremental Learning Code
#7DER(Modified Res-32)
67.6
Average Incremental Accuracy· 2021-03-31
DER: Dynamically Expandable Representation for Class Incremental Learning Code
#8CCIL-SDSOTA
67.17
Average Incremental Accuracy· 2021-02-18
Essentials for Class Incremental Learning Code
#9PODNet (CNN)SOTA
64.83
Average Incremental Accuracy· 2020-04-28
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning Code
#10UCIR (CNN)*
63.42
Average Incremental Accuracy
No paperCode
#11UCIR (NME)*
63.12
Average Incremental Accuracy
No paperCode
#12iCaRL*SOTA
57.17
Average Incremental Accuracy· 2016-11-23
iCaRL: Incremental Classifier and Representation Learning Code
#13BiC
56.86
Average Incremental Accuracy· 2019-05-30
Large Scale Incremental Learning Code