SOTAVerified

Class Incremental Learning

Papers

Showing 2650 of 634 papers

TitleStatusHype
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningCode1
Data-Free Class-Incremental Hand Gesture RecognitionCode1
A Theoretical Study on Solving Continual 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
Constrained Few-shot Class-incremental 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
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental LearningCode1
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
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
A Comprehensive Empirical Evaluation on Online Continual LearningCode1
Audio-Visual Class-Incremental LearningCode1
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