类增量学习(Class-Incremental Learning)领域部分经典论文汇总

2022.03.08 正在逐步完善补充中

只简单找了一小部分

CVPR

  • [link] [code] [iCaRL] [17]
    iCaRL: Incremental Classifier and Representation Learning

  • [link] [code] [BiC] [19]
    Large Scale Incremental Learning

  • [link] [code] [LUCIR] [19]
    Learning a Unified Classifier Incrementally via Rebalancing

  • [link] [code] [LwM] [19]
    Learning Without Memorizing

  • [link] [code] [Mnemonics] [20]
    Mnemonics Training: Multi-Class Incremental Learning Without Forgetting

  • [link] [code] [SDC] [20]
    Semantic Drift Compensation for Class-Incremental Learning

  • [link] [code] [WA] [20]
    Maintaining Discrimination and Fairness in Class Incremental Learning

  • [link] [code] [FSCIL] [20]
    Few-Shot Class-Incremental Learning

  • [link] [code] [AANet] [21]
    Adaptive Aggregation Networks for Class-Incremental Learning

  • [link] [code] [DDE] [21]
    Distilling Causal Effect of Data in Class-Incremental Learning

  • [link] [code] [DER] [21]
    DER: Dynamically Expandable Representation for Class Incremental Learning

  • [link] [code] [PASS] [21]
    Prototype Augmentation and Self-Supervision for Incremental Learning

  • [link] [code] [SPPR] [21]
    Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning

  • [link] [code] [SAKD] [21]
    Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning

  • [link] [code] [FCIL] [22]
    Federated Class-Incremental Learning

  • [link] [code] [FACT] [22]
    Forward Compatible Few-Shot Class-Incremental Learning

  • [link] [code] [NECIL] [22]
    Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental Learning


ICCV

  • [link] [code] [IL2M] [19]
    IL2M: Class Incremental Learning With Dual Memory

  • [link] [code] [SPB] [21]
    Striking a Balance between Stability and Plasticity for Class-Incremental Learning

  • [link] [code] [DFCIL] [21]
    Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning

  • [link] [code] [SS-IL] [21]
    SS-IL: Separated Softmax for Incremental Learning


ECCV

  • [link] [code] [LwF] [16]
    Learning without Forgetting

  • [link] [code] [EEIL] [18]
    End-to-End Incremental Learning

  • [link] [code] [TPCIL] [20]
    Topology-Preserving Class-Incremental Learning

  • [link] [code] [PODNet] [20]
    PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning

  • [link] [code] [R-DFCIL] [22]
    R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning


AAAI

  • [link] [code] [S&B] [21]
    Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network

  • [link] [code] [ASER] [21]
    Online Class-Incremental Continual Learning with Adversarial Shapley Value


MM

  • [link] [code] [COIL] [21]
    Co-Transport for Class-Incremental Learning

IJCAI

  • [link] [code] [KCCIOL] [21]
    Knowledge Consolidation based Class Incremental Online Learning with Limited Data

ACCV

  • [link] [code] [FGP] [20]
    Class-incremental Learning with Rectified Feature-Graph Preservation

BMVC

  • [link] [code] [ICWR] [20]
    Initial Classifier Weights Replay for Memoryless Class Incremental Learning

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转载自blog.csdn.net/qq_40714949/article/details/123340765