SOTAVerified

Class Incremental Learning

Papers

Showing 125 of 634 papers

TitleStatusHype
MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental LearningCode4
Class-Incremental Learning: A SurveyCode2
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter FusionCode2
Supervised Contrastive LearningCode2
External Knowledge Injection for CLIP-Based Class-Incremental LearningCode2
Class-incremental Learning for Time Series: Benchmark and EvaluationCode2
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental LearningCode2
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language ModelsCode2
Pre-trained Vision and Language Transformers Are Few-Shot Incremental LearnersCode2
Three scenarios for continual learningCode2
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental LearningCode2
Learning without ForgettingCode2
PILOT: A Pre-Trained Model-Based Continual Learning ToolboxCode2
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
Class-Incremental Exemplar Compression for Class-Incremental LearningCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
Class-Incremental Grouping Network for Continual Audio-Visual LearningCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental LearningCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
A Comprehensive Empirical Evaluation on Online Continual LearningCode1
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual LearningCode1
Adaptive Decision Boundary for Few-Shot 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