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

Metric: Average Incremental Accuracy (higher is better)

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#	Model↕	Average Incremental Accuracy▼	Augmentations	Paper	Date↕	Code
1	TCIL	73.72	No	Resolving Task Confusion in Dynamic Expansion Ar...	2022-12-29	Code
2	TCIL-Lite	73.5	No	Resolving Task Confusion in Dynamic Expansion Ar...	2022-12-29	Code
3	DER(Standard ResNet-18)	72.45	No	DER: Dynamically Expandable Representation for C...	2021-03-31	Code
4	D3Former	70.94	No	D3Former: Debiased Dual Distilled Transformer fo...	2022-07-25	Code
5	FOSTER	67.95	No	FOSTER: Feature Boosting and Compression for Cla...	2022-04-10	Code
6	RMM (Modified ResNet-32)	67.61	No	RMM: Reinforced Memory Management for Class-Incr...	2023-01-14	Code
7	DER(Modified ResNet-32）	66.36	No	DER: Dynamically Expandable Representation for C...	2021-03-31	Code
8	CCIL-SD	65.86	No	Essentials for Class Incremental Learning	2021-02-18	Code
9	PODNet (CNN)	63.19	No	PODNet: Pooled Outputs Distillation for Small-Ta...	2020-04-28	Code
10	UCIR (CNN)*	60.18	No	-	-	Code
11	UCIR (NME)*	60.12	No	-	-	Code
12	BiC	53.21	No	Large Scale Incremental Learning	2019-05-30	Code
13	iCaRL*	52.57	No	iCaRL: Incremental Classifier and Representation...	2016-11-23	Code

#1TCILSOTA
73.72
Average Incremental Accuracy· 2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Code
#2TCIL-Lite
73.5
Average Incremental Accuracy· 2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning Code
#3DER(Standard ResNet-18)SOTA
72.45
Average Incremental Accuracy· 2021-03-31
DER: Dynamically Expandable Representation for Class Incremental Learning Code
#4D3Former
70.94
Average Incremental Accuracy· 2022-07-25
D3Former: Debiased Dual Distilled Transformer for Incremental Learning Code
#5FOSTER
67.95
Average Incremental Accuracy· 2022-04-10
FOSTER: Feature Boosting and Compression for Class-Incremental Learning Code
#6RMM (Modified ResNet-32)
67.61
Average Incremental Accuracy· 2023-01-14
RMM: Reinforced Memory Management for Class-Incremental Learning Code
#7DER(Modified ResNet-32）
66.36
Average Incremental Accuracy· 2021-03-31
DER: Dynamically Expandable Representation for Class Incremental Learning Code
#8CCIL-SDSOTA
65.86
Average Incremental Accuracy· 2021-02-18
Essentials for Class Incremental Learning Code
#9PODNet (CNN)SOTA
63.19
Average Incremental Accuracy· 2020-04-28
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning Code
#10UCIR (CNN)*
60.18
Average Incremental Accuracy
No paperCode
#11UCIR (NME)*
60.12
Average Incremental Accuracy
No paperCode
#12BiCSOTA
53.21
Average Incremental Accuracy· 2019-05-30
Large Scale Incremental Learning Code
#13iCaRL*SOTA
52.57
Average Incremental Accuracy· 2016-11-23
iCaRL: Incremental Classifier and Representation Learning Code