SOTAVerified

Class Incremental Learning

Papers

Showing 76100 of 634 papers

TitleStatusHype
Avalanche: an End-to-End Library for Continual LearningCode1
Always Be Dreaming: A New Approach for Data-Free Class-Incremental LearningCode1
FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental LearningCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
Continuous Knowledge-Preserving Decomposition for Few-Shot Continual LearningCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
Few-Shot Class-Incremental LearningCode1
Adaptive Decision Boundary for Few-Shot Class-Incremental LearningCode1
Constrained Few-shot Class-incremental LearningCode1
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental LearningCode1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
On Tiny Episodic Memories in Continual LearningCode1
Few-Shot Incremental Learning with Continually Evolved ClassifiersCode1
Rehearsal-Free Continual Learning over Small Non-I.I.D. BatchesCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
A Comprehensive Empirical Evaluation on Online Continual LearningCode1
Generative Feature Replay For Class-Incremental LearningCode1
Class-Incremental Exemplar Compression for Class-Incremental LearningCode1
Class-Incremental Grouping Network for Continual Audio-Visual LearningCode1
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual LearningCode1
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1S&B10-stage average accuracy68.18Unverified
2SCR10-stage average accuracy65.98Unverified
3iCaRL10-stage average accuracy63.24Unverified
4LUCIR10-stage average accuracy56.53Unverified
5ABD10-stage average accuracy54.44Unverified
6EWC10-stage average accuracy50.53Unverified
7EMR10-stage average accuracy48.66Unverified
8A-GEM10-stage average accuracy45.76Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy61.7Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy56.2Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy42.6Unverified