SOTAVerified

Class Incremental Learning

Papers

Showing 2650 of 634 papers

TitleStatusHype
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
Dark Experience for General Continual Learning: a Strong, Simple BaselineCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
DER: Dynamically Expandable Representation for Class Incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningCode1
Always Be Dreaming: A New Approach for Data-Free Class-Incremental LearningCode1
Class-Incremental Exemplar Compression for Class-Incremental LearningCode1
Class-Incremental Grouping Network for Continual Audio-Visual LearningCode1
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental LearningCode1
CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental LearningCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
Adaptive Decision Boundary for Few-Shot Class-Incremental LearningCode1
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
Class-Incremental Learning with Generative ClassifiersCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
A Comprehensive Empirical Evaluation on Online Continual LearningCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual LearningCode1
AIR: Analytic Imbalance Rectifier for Continual 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