SOTAVerified

Class Incremental Learning

Papers

Showing 151175 of 634 papers

TitleStatusHype
Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality CalibrationCode1
Exemplar-free Continual Representation Learning via Learnable Drift CompensationCode1
Essentials for Class Incremental LearningCode1
Continual Learning Based on OOD Detection and Task MaskingCode1
No One Left Behind: Real-World Federated 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
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental LearningCode1
PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental LearningCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual LearningCode1
Representation Compensation Networks for Continual Semantic SegmentationCode1
Federated Class-Incremental Learning with New-Class Augmented Self-DistillationCode1
Federated Reconnaissance: Efficient, Distributed, Class-Incremental LearningCode1
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental LearningCode1
A Multi-Head Model for Continual Learning via Out-of-Distribution ReplayCode1
On Tiny Episodic Memories in Continual LearningCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
Class-Incremental Learning with RepetitionCode0
Class-incremental Learning with Rectified Feature-Graph PreservationCode0
Class-incremental Learning with Pre-allocated Fixed ClassifiersCode0
Initial Classifier Weights Replay for Memoryless Class Incremental LearningCode0
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental SegmentationCode0
Class Incremental Learning with Multi-Teacher DistillationCode0
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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