SOTAVerified

Class Incremental Learning

Papers

Showing 101125 of 634 papers

TitleStatusHype
Maintaining Discrimination and Fairness in Class Incremental LearningCode1
MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware ClassificationCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental LearningCode1
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
Avalanche: an End-to-End Library for Continual LearningCode1
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental LearningCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
Energy-based Latent Aligner for Incremental LearningCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental LearningCode1
Few-Shot Class-Incremental LearningCode1
Federated Reconnaissance: Efficient, Distributed, Class-Incremental LearningCode1
Multimodal Parameter-Efficient Few-Shot Class Incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
NAPA-VQ: Neighborhood-Aware Prototype Augmentation with Vector Quantization for Continual LearningCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Class-Incremental Learning with Generative ClassifiersCode1
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental LearningCode1
Audio-Visual Class-Incremental LearningCode1
FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental LearningCode1
Few-Shot Class-Incremental Learning by Sampling Multi-Phase TasksCode1
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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