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Class Incremental Learning

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 326–350 of 634 papers

TitleStatusHype
Continuous Learning in Single-Incremental-Task Scenarios—0
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning—0
Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning—0
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning—0
Memory Is Not the Bottleneck: Cost-Efficient Continual Learning via Weight Space Consolidation—0
Cross-Class Feature Augmentation for Class Incremental Learning—0
DA-CIL: Towards Domain Adaptive Class-Incremental 3D Object Detection—0
Data-Free Class Incremental Gesture Recognition via Synthetic Feature Sampling—0
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory—0
Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner—0
Defying Imbalanced Forgetting in Class Incremental Learning—0
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning—0
Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning—0
Dense Network Expansion for Class Incremental Learning—0
Detachedly Learn a Classifier for Class-Incremental Learning—0
Detecting Unknown DGAs without Context Information—0
Diagnosing Batch Normalization in Class Incremental Learning—0
DiffClass: Diffusion-Based Class Incremental Learning—0
Diffusion Meets Few-shot Class Incremental Learning—0
DILF-EN framework for Class-Incremental Learning—0
DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning—0
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning—0
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory—0
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches—0
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning—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