SOTAVerified

Class Incremental Learning

Papers

Showing 126150 of 634 papers

TitleStatusHype
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
Distilling Causal Effect of Data in Class-Incremental LearningCode1
Energy-based Latent Aligner for Incremental LearningCode1
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental LearningCode1
FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental LearningCode1
Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality CalibrationCode1
Few-Shot Class-Incremental Learning via Training-Free Prototype CalibrationCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
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 Using a Kernel-Based Method Over Foundation ModelsCode1
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive PromptCode1
Few-Shot Incremental Learning with Continually Evolved ClassifiersCode1
Constrained Few-shot Class-incremental LearningCode1
Forget-free Continual Learning with Soft-Winning SubNetworksCode1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-TrainingCode1
IIRC: Incremental Implicitly-Refined ClassificationCode1
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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