SOTAVerified

Class Incremental Learning

Papers

Showing 3140 of 634 papers

TitleStatusHype
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting ApproachCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental LearningCode1
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
AIR: Analytic Imbalance Rectifier for Continual LearningCode1
Mitigating Background Shift in Class-Incremental Semantic SegmentationCode1
Exemplar-free Continual Representation Learning via Learnable Drift CompensationCode1
Rethinking Few-shot Class-incremental Learning: Learning from YourselfCode1
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental LearningCode1
OpenCIL: Benchmarking Out-of-Distribution Detection in 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