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Class Incremental Learning

Papers

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Showing 576–600 of 634 papers

TitleStatusHype
On the importance of cross-task features for class-incremental learningCode0
Dual-Teacher Class-Incremental Learning With Data-Free Generative Replay—0
Knowledge Consolidation based Class Incremental Online Learning with Limited Data—0
Generative Feature-driven Image Replay for Continual Learning—0
Energy Aligning for Biased Models—0
Continual Learning with Fully Probabilistic Models—0
Unsupervised Class-Incremental Learning Through Confusion—0
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning—0
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers—0
ClaRe: Practical Class Incremental Learning By Remembering Previous Class Representations—0
Balanced softmax cross-entropy for incremental learning with and without memory—0
Incrementally Zero-Shot Detection by an Extreme Value Analyzer—0
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning—0
Adversarial Targeted Forgetting in Regularization and Generative Based Continual Learning Models—0
Striking a Balance Between Stability and Plasticity for Class-Incremental Learning—0
Incremental few-shot learning via vector quantization in deep embedded space—0
Synthesized Feature Based Few-Shot Class-Incremental Learning on a Mixture of Subspaces—0
Long Live the Lottery: The Existence of Winning Tickets in Lifelong Learning—0
Class-incremental Learning with Rectified Feature-Graph PreservationCode0
A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks—0
Class-incremental learning: survey and performance evaluation on image classification—0
Class-incremental Learning with Pre-allocated Fixed ClassifiersCode0
Learning Adaptive Embedding Considering Incremental ClassCode0
Initial Classifier Weights Replay for Memoryless Class Incremental Learning—0
Active Class Incremental Learning for Imbalanced Datasets—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