SOTAVerified

Class Incremental Learning

Papers

Showing 126150 of 634 papers

TitleStatusHype
Rethinking Few-shot Class-incremental Learning: Learning from YourselfCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
Federated Class-Incremental LearningCode1
GDumb: A Simple Approach that Questions Our Progress in Continual LearningCode1
Continual Learning: Forget-free Winning Subnetworks for Video RepresentationsCode1
Avalanche: an End-to-End Library for Continual LearningCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
Generative Feature Replay For Class-Incremental LearningCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
Continuous Knowledge-Preserving Decomposition for Few-Shot Continual LearningCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Heterogeneous Forgetting Compensation for Class-Incremental LearningCode1
iCaRL: Incremental Classifier and Representation LearningCode1
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningCode1
AIR: Analytic Imbalance Rectifier for Continual LearningCode1
Co-Transport for Class-Incremental LearningCode1
Learnability and Algorithm for Continual LearningCode1
Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental LearningCode1
Dark Experience for General Continual Learning: a Strong, Simple BaselineCode1
Geometer: Graph Few-Shot Class-Incremental Learning via Prototype RepresentationCode1
Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental LearningCode1
Constrained Few-shot Class-incremental LearningCode1
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language ModelsCode1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-TrainingCode1
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental 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