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Class Incremental Learning

Papers

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Showing 451–500 of 634 papers

TitleStatusHype
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Few-Shot Class-Incremental Learning from an Open-Set PerspectiveCode1
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning—0
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free ReplayCode0
Discrete Key-Value BottleneckCode0
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry—0
Susceptibility of Continual Learning Against Adversarial Attacks—0
Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning—0
Multi-Granularity Regularized Re-Balancing for Class Incremental LearningCode1
Hebbian Continual Representation Learning—0
SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class BoundariesCode0
Class Impression for Data-free Incremental LearningCode0
Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning—0
TKIL: Tangent Kernel Approach for Class Balanced Incremental Learning—0
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective—0
Queried Unlabeled Data Improves and Robustifies Class-Incremental LearningCode0
Exploring the Open World Using Incremental Extreme Value MachinesCode0
Few-shot Class-incremental Learning for 3D Point Cloud ObjectsCode1
Detecting Unknown DGAs without Context Information—0
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection—0
Geometer: Graph Few-Shot Class-Incremental Learning via Prototype RepresentationCode1
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental LearningCode2
Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning—0
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework—0
Few-Shot Class-Incremental Learning for Named Entity Recognition—0
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor—0
Improving Feature Generalizability with Multitask Learning in Class Incremental Learning—0
LifeLonger: A Benchmark for Continual Disease ClassificationCode1
FOSTER: Feature Boosting and Compression for Class-Incremental LearningCode1
General Incremental Learning with Domain-aware Categorical Representations—0
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Incremental Prototype Tuning for Class Incremental Learning—0
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature ConsolidationCode1
Few-Shot Class-Incremental Learning by Sampling Multi-Phase TasksCode1
Constrained Few-shot Class-incremental LearningCode1
Energy-based Latent Aligner for Incremental LearningCode1
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches—0
Class-Incremental Learning for Action Recognition in Videos—0
Tackling Online One-Class Incremental Learning by Removing Negative Contrasts—0
R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental LearningCode1
Federated Class-Incremental LearningCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
Forward Compatible Few-Shot Class-Incremental LearningCode1
Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental LearningCode1
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks—0
Deep Class Incremental Learning from Decentralized DataCode0
Representation Compensation Networks for Continual Semantic SegmentationCode1
New Insights on Reducing Abrupt Representation Change in Online Continual LearningCode1
Dual Embodied-Symbolic Concept Representations for Deep Learning—0
HCIL: Hierarchical Class Incremental Learning for Longline Fishing Visual Monitoring—0
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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