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few-shot-class-incremental-learning-on-mini

Class Incremental LearningFew-Shot Class-Incremental Learning
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PaperCodeLast AccuracyAverage AccuracyModelNameReleaseDate
Few-shot Tuning of Foundation Models for Class-incremental Learning✓ Link96.24CoACT2024-05-26
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners✓ Link94.1095.27PriViLege2024-04-02
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning81.6585.07SV-T2023-03-27
A Bag of Tricks for Few-Shot Class-Incremental Learning59.57BOT2024-03-21
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning✓ Link58.3167.82NC-FSCIL2023-02-02
Constrained Few-shot Class-incremental Learning✓ Link51.4161.61C-FSCIL2022-03-30
Forward Compatible Few-Shot Class-Incremental Learning✓ Link50.4960.70FACT2022-03-14
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks✓ Link49.1959.06LIMIT2022-03-31
Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima✓ Link47.8454.89F2M2021-10-30
Few-Shot Incremental Learning with Continually Evolved Classifiers✓ Link47.6357.74CEC2021-04-07
Incremental few-shot learning via vector quantization in deep embedded space41.8451.16IDLVQ-C2021-01-01
Few-Shot Class-Incremental Learning✓ Link24.4239.64AL-MML2020-04-23
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