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Class Incremental Learning

Papers

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Showing 501–550 of 634 papers

TitleStatusHype
Diagnosing Batch Normalization in Class Incremental Learning—0
Memory Replay with Data Compression for Continual LearningCode1
Self-Paced Imbalance Rectification for Class Incremental Learning—0
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning—0
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
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning—0
Bring Evanescent Representations to Life in Lifelong Class Incremental Learning—0
Graph Few-shot Class-incremental LearningCode1
PyCIL: A Python Toolbox for Class-Incremental Learning—0
DILF-EN framework for Class-Incremental Learning—0
Learning to Prompt for Continual LearningCode1
Improving Vision Transformers for Incremental Learning—0
Concept Representation Learning with Contrastive Self-Supervised Learning—0
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
Coarse-To-Fine Incremental Few-Shot LearningCode0
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansionCode1
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
Subspace Regularizers for Few-Shot Class Incremental LearningCode1
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
Federated Reconnaissance: Efficient, Distributed, Class-Incremental LearningCode1
Co-Transport for Class-Incremental LearningCode1
Revisiting Catastrophic Forgetting in Class Incremental Learning—0
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental LearningCode1
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification—0
Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural NetworkCode1
When Video Classification Meets Incremental Classes—0
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic SegmentationCode1
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental LearningCode1
On the importance of cross-task features for class-incremental learningCode0
Dual-Teacher Class-Incremental Learning With Data-Free Generative Replay—0
Always Be Dreaming: A New Approach for Data-Free Class-Incremental LearningCode1
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
Class-Incremental Learning for Wireless Device Identification in IoTCode1
Class-Incremental Learning with Generative ClassifiersCode1
Continual Learning with Fully Probabilistic Models—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