Continual Learning on CIFAR-100

Metric: Last Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Last Accuracy▼	Augmentations	Paper	Date↕	Code
1	PriViLege	86.06	No	Pre-trained Vision and Language Transformers Are...	2024-04-02	Code
2	CoACT	84.63	No	Few-shot Tuning of Foundation Models for Class-i...	2024-05-26	Code
3	SV-T	69.75	No	Semantic-visual Guided Transformer for Few-shot ...	2023-03-27	-
4	BOT	58.75	No	A Bag of Tricks for Few-Shot Class-Incremental L...	2024-03-21	-
5	NC-FSCIL	56.11	No	-	-	Code
6	FACT	52.1	No	Forward Compatible Few-Shot Class-Incremental Le...	2022-03-14	Code
7	LIMIT	51.23	No	Few-Shot Class-Incremental Learning by Sampling ...	2022-03-31	Code
8	C-FSCIL	50.47	No	Constrained Few-shot Class-incremental Learning	2022-03-30	Code
9	CEC	49.14	No	Few-Shot Incremental Learning with Continually E...	2021-04-07	Code
10	F2M	44.65	No	Overcoming Catastrophic Forgetting in Incrementa...	2021-10-30	Code

#1PriViLegeSOTA
86.06
Last Accuracy· 2024-04-02
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners Code
#2CoACT
84.63
Last Accuracy· 2024-05-26
Few-shot Tuning of Foundation Models for Class-incremental Learning Code
#3SV-TSOTA
69.75
Last Accuracy· 2023-03-27
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning
#4BOT
58.75
Last Accuracy· 2024-03-21
A Bag of Tricks for Few-Shot Class-Incremental Learning
#5NC-FSCIL
56.11
Last Accuracy
No paperCode
#6FACTSOTA
52.1
Last Accuracy· 2022-03-14
Forward Compatible Few-Shot Class-Incremental Learning Code
#7LIMIT
51.23
Last Accuracy· 2022-03-31
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks Code
#8C-FSCIL
50.47
Last Accuracy· 2022-03-30
Constrained Few-shot Class-incremental Learning Code
#9CECSOTA
49.14
Last Accuracy· 2021-04-07
Few-Shot Incremental Learning with Continually Evolved Classifiers Code
#10F2M
44.65
Last Accuracy· 2021-10-30
Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima Code