OpenCodePapers

few-shot-class-incremental-learning-on-cifar

Class Incremental LearningFew-Shot Class-Incremental Learning

Results over time

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Leaderboard

Paper	Code	Last Accuracy	Average Accuracy	ModelName	ReleaseDate
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners	✓ Link	86.06	88.08	PriViLege	2024-04-02
Few-shot Tuning of Foundation Models for Class-incremental Learning	✓ Link	84.63		CoACT	2024-05-26
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning		69.75	76.84	SV-T	2023-03-27
A Bag of Tricks for Few-Shot Class-Incremental Learning		58.75		BOT	2024-03-21
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning	✓ Link	56.11	67.50	NC-FSCIL	2023-02-02
Forward Compatible Few-Shot Class-Incremental Learning	✓ Link	52.10	62.24	FACT	2022-03-14
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks	✓ Link	51.23	61.85	LIMIT	2022-03-31
Constrained Few-shot Class-incremental Learning	✓ Link	50.47	61.67	C-FSCIL	2022-03-30
Few-Shot Incremental Learning with Continually Evolved Classifiers	✓ Link	49.14	59.53	CEC	2021-04-07
Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima	✓ Link	44.65	53.69	F2M	2021-10-30
Few-Shot Class-Incremental Learning	✓ Link		42.62	AL-MML	2020-04-23