SOTAVerified

Class Incremental Learning

Papers

Showing 111120 of 634 papers

TitleStatusHype
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware ClassificationCode1
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting MitigationCode1
Masked Autoencoders are Efficient Class Incremental LearnersCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Mitigating Background Shift in Class-Incremental Semantic SegmentationCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
Continual Learning: Forget-free Winning Subnetworks for Video RepresentationsCode1
On Tiny Episodic Memories in 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