SOTAVerified

Class Incremental Learning

Papers

Showing 576600 of 634 papers

TitleStatusHype
Adaptive Aggregation Networks for Class-Incremental LearningCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
Learning Adaptive Embedding Considering Incremental ClassCode0
Initial Classifier Weights Replay for Memoryless Class Incremental Learning0
Active Class Incremental Learning for Imbalanced Datasets0
RODEO: Replay for Online Object DetectionCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
Continual Class Incremental Learning for CT Thoracic Segmentation0
Memory Efficient Class-Incremental Learning for Image Classification0
Topology-Preserving Class-Incremental Learning0
GDumb: A Simple Approach that Questions Our Progress in Continual LearningCode1
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning0
SpaceNet: Make Free Space For Continual LearningCode0
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning0
Insights from the Future for Continual LearningCode1
Multilayer Neuromodulated Architectures for Memory-Constrained Online Continual Learning0
Self-Supervised Learning Aided Class-Incremental Lifelong Learning0
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
Generative Feature Replay with Orthogonal Weight Modification for Continual Learning0
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental LearningCode1
Few-Shot Class-Incremental LearningCode1
Supervised Contrastive LearningCode2
Generative Feature Replay For Class-Incremental LearningCode1
Dark Experience for General Continual Learning: a Strong, Simple BaselineCode1
Semantic Drift Compensation for Class-Incremental LearningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1S&B10-stage average accuracy68.18Unverified
2SCR10-stage average accuracy65.98Unverified
3iCaRL10-stage average accuracy63.24Unverified
4LUCIR10-stage average accuracy56.53Unverified
5ABD10-stage average accuracy54.44Unverified
6EWC10-stage average accuracy50.53Unverified
7EMR10-stage average accuracy48.66Unverified
8A-GEM10-stage average accuracy45.76Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07Unverified
2PPCA-CLIPFinal Accuracy69.71Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy61.7Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy56.2Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy42.6Unverified