SOTAVerified

Class Incremental Learning

Papers

Showing 76100 of 634 papers

TitleStatusHype
DER: Dynamically Expandable Representation for Class Incremental LearningCode1
Always Be Dreaming: A New Approach for Data-Free Class-Incremental LearningCode1
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansionCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Avalanche: an End-to-End Library for Continual LearningCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental LearningCode1
Adaptive Decision Boundary for Few-Shot Class-Incremental LearningCode1
Federated Class-Incremental LearningCode1
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental LearningCode1
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental LearningCode1
Few-Shot Class-Incremental LearningCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
Few-Shot Class-Incremental Learning from an Open-Set PerspectiveCode1
Few-Shot Class-Incremental Learning via Class-Aware Bilateral DistillationCode1
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive PromptCode1
A Comprehensive Empirical Evaluation on Online Continual LearningCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Class-Incremental Exemplar Compression for Class-Incremental LearningCode1
Class-Incremental Grouping Network for Continual Audio-Visual LearningCode1
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual LearningCode1
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
Show:102550
← PrevPage 4 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