SOTAVerified

Class Incremental Learning

Papers

Showing 101125 of 634 papers

TitleStatusHype
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningCode1
Learnability and Algorithm for Continual LearningCode1
Avalanche: an End-to-End Library for Continual LearningCode1
Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot 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
On Tiny Episodic Memories in Continual LearningCode1
Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental LearningCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
Long-Tailed Class Incremental LearningCode1
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial AttacksCode1
Masked Autoencoders are Efficient Class Incremental LearnersCode1
Continual Learning: Forget-free Winning Subnetworks for Video RepresentationsCode1
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental LearningCode1
Constrained Few-shot Class-incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Class-Incremental Learning with Generative ClassifiersCode1
NAPA-VQ: Neighborhood-Aware Prototype Augmentation with Vector Quantization for Continual LearningCode1
Audio-Visual Class-Incremental LearningCode1
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental LearningCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
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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