Continual Learning on F-CelebA (10 tasks)

Metric: Acc (higher is better)

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#	Model↕	Acc▼	Augmentations	Paper	Date↕	Code
1	CAT (CNN backbone)	0.7564	No	Continual Learning of a Mixed Sequence of Simila...	2021-12-18	Code
2	CAT (MLP backbone)	0.6909	No	Continual Learning of a Mixed Sequence of Simila...	2021-12-18	Code
3	EWC	0.6545	No	Overcoming catastrophic forgetting in neural net...	2016-12-02	Code
4	HyperNet	0.6036	No	Continual learning with hypernetworks	2019-06-03	Code
5	PathNet	0.5764	No	PathNet: Evolution Channels Gradient Descent in ...	2017-01-30	Code
6	HAT	0.5673	No	Overcoming catastrophic forgetting with hard att...	2018-01-04	Code
7	RPSNet	0.5545	No	-	-	Code

#1CAT (CNN backbone)SOTA
0.7564
Acc· 2021-12-18
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Code
#2CAT (MLP backbone)
0.6909
Acc· 2021-12-18
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Code
#3EWCSOTA
0.6545
Acc· 2016-12-02
Overcoming catastrophic forgetting in neural networks Code
#4HyperNet
0.6036
Acc· 2019-06-03
Continual learning with hypernetworks Code
#5PathNet
0.5764
Acc· 2017-01-30
PathNet: Evolution Channels Gradient Descent in Super Neural Networks Code
#6HAT
0.5673
Acc· 2018-01-04
Overcoming catastrophic forgetting with hard attention to the task Code
#7RPSNet
0.5545
Acc
No paperCode