Awesome Few-Shot Class-Incremental Learning
Papers && Code
2021
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Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima(NeurIPS21) [paper] [Code]
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Few-shot incremental learning with continually evolved classifiers(CVPR21) [paper] [Code]
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Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning(CVPR21) [paper][Code]
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Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting(ICCV21) [paper]
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Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning (CVPR21) [paper]
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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]