SOTAVerified

Class Incremental Learning

Papers

Showing 151175 of 634 papers

TitleStatusHype
Adaptive Aggregation Networks for Class-Incremental LearningCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
RODEO: Replay for Online Object DetectionCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
GDumb: A Simple Approach that Questions Our Progress in Continual LearningCode1
Insights from the Future for Continual LearningCode1
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental LearningCode1
Few-Shot Class-Incremental LearningCode1
Generative Feature Replay For Class-Incremental LearningCode1
Dark Experience for General Continual Learning: a Strong, Simple BaselineCode1
Semantic Drift Compensation for Class-Incremental LearningCode1
Mnemonics Training: Multi-Class Incremental Learning without ForgettingCode1
Maintaining Discrimination and Fairness in Class Incremental LearningCode1
Rehearsal-Free Continual Learning over Small Non-I.I.D. BatchesCode1
On Tiny Episodic Memories in Continual LearningCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
Overcoming catastrophic forgetting in neural networksCode1
iCaRL: Incremental Classifier and Representation LearningCode1
The Bayesian Approach to Continual Learning: An Overview0
Balancing the Past and Present: A Coordinated Replay Framework for Federated Class-Incremental Learning0
Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation0
Hyperbolic Dual Feature Augmentation for Open-Environment0
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental LearningCode0
Buffer-free Class-Incremental Learning with Out-of-Distribution Detection0
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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