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Class Incremental Learning

Papers

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Showing 551–575 of 634 papers

TitleStatusHype
A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning—0
Rebalancing Batch Normalization for Exemplar-based Class-Incremental LearningCode0
vCLIMB: A Novel Video Class Incremental Learning Benchmark—0
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class ClassifiersCode0
Bring Evanescent Representations to Life in Lifelong Class Incremental Learning—0
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning—0
PyCIL: A Python Toolbox for Class-Incremental Learning—0
DILF-EN framework for Class-Incremental Learning—0
Improving Vision Transformers for Incremental Learning—0
Concept Representation Learning with Contrastive Self-Supervised Learning—0
Coarse-To-Fine Incremental Few-Shot LearningCode0
Self-Supervised Class Incremental Learning—0
Brain-inspired feature exaggeration in generative replay for continual learning—0
Latent-Insensitive autoencoders for Anomaly Detection—0
Class Incremental Online Streaming Learning—0
Dataset Knowledge Transfer for Class-Incremental Learning without MemoryCode0
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse NetworksCode0
Modeling Unknown Semantic Labels as Uncertainty in the Prediction: Evidential Deep Learning for Class-Incremental Semantic Segmentation—0
Wakening Past Concepts without Past Data: Class-incremental Learning from Placebos—0
Continual Learning Using Pseudo-Replay via Latent Space Sampling—0
Class incremental learning for video action classification—0
Memory-Free Generative Replay For Class-Incremental LearningCode0
Revisiting Catastrophic Forgetting in Class Incremental Learning—0
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification—0
When Video Classification Meets Incremental Classes—0
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All datasetscifar100CIFAR-100 - 50 classes + 10 steps of 5 classesCIFAR-100 - 50 classes + 5 steps of 10 classesCifar100-B0(10 tasks)-no-exemplarsCifar100-B0(20 tasks)-no-exemplarsCIFAR100-B0(50 tasks)-no-exemplars

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1S&B10-stage average accuracy68.18—Unverified
2SCR10-stage average accuracy65.98—Unverified
3iCaRL10-stage average accuracy63.24—Unverified
4LUCIR10-stage average accuracy56.53—Unverified
5ABD10-stage average accuracy54.44—Unverified
6EWC10-stage average accuracy50.53—Unverified
7EMR10-stage average accuracy48.66—Unverified
8A-GEM10-stage average accuracy45.76—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07—Unverified
2PPCA-CLIPFinal Accuracy69.71—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07—Unverified
2PPCA-CLIPFinal Accuracy69.71—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy61.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy56.2—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy42.6—Unverified