SOTAVerified

Class Incremental Learning

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–475 of 634 papers

TitleStatusHype
Evolving Dictionary Representation for Few-shot Class-incremental Learning—0
Adversary Aware Continual Learning—0
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill RecognitionCode0
eTag: Class-Incremental Learning with Embedding Distillation and Task-Oriented Generation—0
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning—0
A Survey on Few-Shot Class-Incremental Learning—0
Non-exemplar Class-incremental Learning by Random Auxiliary Classes Augmentation and Mixed Features—0
Preserving Locality in Vision Transformers for Class Incremental LearningCode0
Class-Incremental Learning of Plant and Disease Detection: Growing Branches with Knowledge Distillation—0
PointCLIMB: An Exemplar-Free Point Cloud Class Incremental Benchmark—0
Taxonomic Class Incremental Learning—0
Few-shot Class-incremental Learning for Cross-domain Disease Classification—0
MASIL: Towards Maximum Separable Class Representation for Few Shot Class Incremental Learning—0
On the Stability-Plasticity Dilemma of Class-Incremental Learning—0
Cross-Class Feature Augmentation for Class Incremental Learning—0
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning—0
Two-level Graph Network for Few-Shot Class-Incremental Learning—0
AdaCL:Adaptive Continual LearningCode0
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning—0
Dense Network Expansion for Class Incremental Learning—0
ICICLE: Interpretable Class Incremental Continual LearningCode0
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning—0
PromptFusion: Decoupling Stability and Plasticity for Continual LearningCode0
Detachedly Learn a Classifier for Class-Incremental Learning—0
New Insights on Relieving Task-Recency Bias for Online Class Incremental LearningCode0
Show:102550
← PrevPage 19 of 26Next →
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