SOTAVerified

Class Incremental Learning

Papers

Showing 151175 of 634 papers

TitleStatusHype
Federated Class-Incremental Learning with New-Class Augmented Self-DistillationCode1
Heterogeneous Forgetting Compensation for Class-Incremental LearningCode1
IIRC: Incremental Implicitly-Refined ClassificationCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
Always Be Dreaming: A New Approach for Data-Free Class-Incremental LearningCode1
Continual Learning: Forget-free Winning Subnetworks for Video RepresentationsCode1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
Learning Invariant Representation for Continual LearningCode1
Distilling Causal Effect of Data in Class-Incremental LearningCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental LearningCode1
FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language ModelsCode1
Maintaining Discrimination and Fairness in Class Incremental LearningCode1
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental LearningCode1
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting MitigationCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
On Tiny Episodic Memories in Continual LearningCode1
Learning without Forgetting for Vision-Language ModelsCode1
Dynamic Prompt Adjustment for Multi-Label Class-Incremental Learning0
Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture0
Class Incremental Learning with Pre-trained Vision-Language Models0
Adversary Aware Continual Learning0
eCIL-MU: Embedding based Class Incremental Learning and Machine Unlearning0
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning0
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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