SOTAVerified

Class Incremental Learning

Papers

Showing 101125 of 634 papers

TitleStatusHype
Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental LearningCode1
Learning to Prompt for Continual LearningCode1
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental LearningCode1
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language ModelsCode1
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
Dark Experience for General Continual Learning: a Strong, Simple BaselineCode1
Maintaining Discrimination and Fairness in Class Incremental LearningCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental LearningCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
Continual Learning: Forget-free Winning Subnetworks for Video RepresentationsCode1
On Tiny Episodic Memories in Continual LearningCode1
Mitigating Background Shift in Class-Incremental Semantic SegmentationCode1
Multi-Granularity Regularized Re-Balancing for Class Incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
Continuous Knowledge-Preserving Decomposition for Few-Shot Continual LearningCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Class-Incremental Learning with Generative ClassifiersCode1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
Audio-Visual Class-Incremental LearningCode1
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental LearningCode1
Data-Free Class-Incremental Hand Gesture RecognitionCode1
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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