SOTAVerified

Class Incremental Learning

Papers

Showing 101125 of 634 papers

TitleStatusHype
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental LearningCode1
A Theoretical Study on Solving Continual LearningCode1
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting MitigationCode1
Long-Tailed Class Incremental LearningCode1
On the Soft-Subnetwork for Few-shot Class Incremental LearningCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Few-Shot Class-Incremental Learning from an Open-Set PerspectiveCode1
Multi-Granularity Regularized Re-Balancing for Class Incremental LearningCode1
Few-shot Class-incremental Learning for 3D Point Cloud ObjectsCode1
Geometer: Graph Few-Shot Class-Incremental Learning via Prototype RepresentationCode1
LifeLonger: A Benchmark for Continual Disease ClassificationCode1
FOSTER: Feature Boosting and Compression for Class-Incremental LearningCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
Few-Shot Class-Incremental Learning by Sampling Multi-Phase TasksCode1
Constrained Few-shot Class-incremental LearningCode1
Energy-based Latent Aligner for Incremental LearningCode1
R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental LearningCode1
Federated Class-Incremental LearningCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
Forward Compatible Few-Shot Class-Incremental LearningCode1
Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental LearningCode1
Representation Compensation Networks for Continual Semantic SegmentationCode1
New Insights on Reducing Abrupt Representation Change in Online Continual LearningCode1
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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