Awesome Few-Shot Class-Incremental Learning

Papers && Code

2021

• Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima(NeurIPS21) [paper] [Code]

• Few-shot incremental learning with continually evolved classifiers(CVPR21) [paper] [Code]

• Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning(CVPR21) [paper][Code]

• Few-Shot Lifelong Learning(AAAI21) [paper] [Code]

• Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting(ICCV21) [paper]

• Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning (CVPR21) [paper]

• Incremental few-shot learning via vector quantization in deep embedded space(ICLR21) [paper]

2020

• Few-Shot Class-Incremental Learning (CVPR20) [paper] [Code]
• XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning(ICML20) [paper] [Code]
• Incremental Few-Shot Object Detection(CVPR20) [paper]

2019

• Incremental few-shot learning with attention attractor networks(NeurIPS19) [paper] [Code]

2018

• Dynamic few-shot visual learning without forgetting(CVPR18) [paper] [Code]

Feel free to contact me if you find any interesting paper is missing.