SOTAVerified

Class Incremental Learning

Papers

Showing 126150 of 634 papers

TitleStatusHype
Co-Transport for Class-Incremental LearningCode1
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansionCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental LearningCode1
Avalanche: an End-to-End Library for Continual LearningCode1
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental LearningCode1
Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality CalibrationCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
Few-Shot Class-Incremental Learning via Training-Free Prototype CalibrationCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual LearningCode1
Federated Class-Incremental LearningCode1
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningCode1
AIR: Analytic Imbalance Rectifier for Continual LearningCode1
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental LearningCode1
Few-Shot Class-Incremental LearningCode1
Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental LearningCode1
Continual Learning: Forget-free Winning Subnetworks for Video RepresentationsCode1
Few-Shot Class-Incremental Learning via Class-Aware Bilateral DistillationCode1
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive PromptCode1
Constrained Few-shot Class-incremental LearningCode1
Rehearsal-Free Continual Learning over Small Non-I.I.D. BatchesCode1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-TrainingCode1
iCaRL: Incremental Classifier and Representation LearningCode1
Show:102550
← PrevPage 6 of 26Next →

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