Continual Learning on mini-Imagenet

Metric: Last Accuracy (higher is better)

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#	Model↕	Last Accuracy ▼	Augmentations	Paper	Date↕	Code
1	CoACT	96.24	No	Few-shot Tuning of Foundation Models for Class-i...	2024-05-26	Code
2	PriViLege	94.1	No	Pre-trained Vision and Language Transformers Are...	2024-04-02	Code
3	SV-T	81.65	No	Semantic-visual Guided Transformer for Few-shot ...	2023-03-27	-
4	BOT	59.57	No	A Bag of Tricks for Few-Shot Class-Incremental L...	2024-03-21	-
5	NC-FSCIL	58.31	No	-	-	Code
6	C-FSCIL	51.41	No	Constrained Few-shot Class-incremental Learning	2022-03-30	Code
7	FACT	50.49	No	Forward Compatible Few-Shot Class-Incremental Le...	2022-03-14	Code
8	LIMIT	49.19	No	Few-Shot Class-Incremental Learning by Sampling ...	2022-03-31	Code
9	F2M	47.84	No	Overcoming Catastrophic Forgetting in Incrementa...	2021-10-30	Code
10	CEC	47.63	No	Few-Shot Incremental Learning with Continually E...	2021-04-07	Code
11	IDLVQ-C	41.84	No	-	-	-
12	AL-MML	24.42	No	Few-Shot Class-Incremental Learning	2020-04-23	Code

#1CoACTSOTA
96.24
Last Accuracy · 2024-05-26
Few-shot Tuning of Foundation Models for Class-incremental Learning Code
#2PriViLegeSOTA
94.1
Last Accuracy · 2024-04-02
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners Code
#3SV-TSOTA
81.65
Last Accuracy · 2023-03-27
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning
#4BOT
59.57
Last Accuracy · 2024-03-21
A Bag of Tricks for Few-Shot Class-Incremental Learning
#5NC-FSCIL
58.31
Last Accuracy
No paperCode
#6C-FSCILSOTA
51.41
Last Accuracy · 2022-03-30
Constrained Few-shot Class-incremental Learning Code
#7FACTSOTA
50.49
Last Accuracy · 2022-03-14
Forward Compatible Few-Shot Class-Incremental Learning Code
#8LIMIT
49.19
Last Accuracy · 2022-03-31
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks Code
#9F2MSOTA
47.84
Last Accuracy · 2021-10-30
Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima Code
#10CECSOTA
47.63
Last Accuracy · 2021-04-07
Few-Shot Incremental Learning with Continually Evolved Classifiers Code
#11IDLVQ-C
41.84
Last Accuracy
No paper
#12AL-MMLSOTA
24.42
Last Accuracy · 2020-04-23
Few-Shot Class-Incremental Learning Code