SOTAVerified

Class Incremental Learning

Papers

Showing 101125 of 634 papers

TitleStatusHype
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental LearningCode1
Masked Autoencoders are Efficient Class Incremental LearnersCode1
Avalanche: an End-to-End Library for Continual LearningCode1
Essentials for Class Incremental LearningCode1
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
A preliminary study on continual learning in computer vision using Kolmogorov-Arnold NetworksCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive PromptCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Mitigating Background Shift in Class-Incremental Semantic SegmentationCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual LearningCode1
PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental LearningCode1
Federated Class-Incremental LearningCode1
Federated Reconnaissance: Efficient, Distributed, Class-Incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
NAPA-VQ: Neighborhood-Aware Prototype Augmentation with Vector Quantization for Continual LearningCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
Few-Shot Incremental Learning with Continually Evolved ClassifiersCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Class-Incremental Learning with Generative ClassifiersCode1
Few-Shot Class-Incremental LearningCode1
Audio-Visual Class-Incremental LearningCode1
Few-shot Class-incremental Learning for 3D Point Cloud ObjectsCode1
FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language ModelsCode1
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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