SOTAVerified

Class Incremental Learning

Papers

Showing 101150 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
Memory Replay with Data Compression for Continual LearningCode1
Graph Few-shot Class-incremental LearningCode1
Learning to Prompt for Continual LearningCode1
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansionCode1
Subspace Regularizers for Few-Shot Class Incremental LearningCode1
Federated Reconnaissance: Efficient, Distributed, Class-Incremental LearningCode1
Co-Transport for Class-Incremental LearningCode1
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental LearningCode1
Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural NetworkCode1
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic SegmentationCode1
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental LearningCode1
Always Be Dreaming: A New Approach for Data-Free Class-Incremental LearningCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
Class-Incremental Learning with Generative ClassifiersCode1
Few-Shot Incremental Learning with Continually Evolved ClassifiersCode1
Avalanche: an End-to-End Library for Continual LearningCode1
DER: Dynamically Expandable Representation for Class Incremental LearningCode1
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual LearningCode1
Distilling Causal Effect of Data in Class-Incremental LearningCode1
Essentials for Class Incremental LearningCode1
Learning Invariant Representation for Continual LearningCode1
IIRC: Incremental Implicitly-Refined ClassificationCode1
PLOP: Learning without Forgetting for Continual Semantic SegmentationCode1
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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