SOTAVerified

Class Incremental Learning

Papers

Showing 101150 of 634 papers

TitleStatusHype
Federated Class-Incremental Learning with New-Class Augmented Self-DistillationCode1
Federated Reconnaissance: Efficient, Distributed, Class-Incremental LearningCode1
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental LearningCode1
Few-Shot Class-Incremental Learning by Sampling Multi-Phase TasksCode1
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
Continual Learning Based on OOD Detection and Task MaskingCode1
OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental LearningCode1
Class-Incremental Learning for Wireless Device Identification in IoTCode1
Few-Shot Class-Incremental Learning via Training-Free Prototype CalibrationCode1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language ModelsCode1
Prediction Error-based Classification for Class-Incremental LearningCode1
Few-Shot Incremental Learning with Continually Evolved ClassifiersCode1
Rehearsal-Free Continual Learning over Small Non-I.I.D. BatchesCode1
Class-Incremental Learning via Dual AugmentationCode1
Proxy Anchor-based Unsupervised Learning for Continuous Generalized Category DiscoveryCode1
Class Incremental Learning via Likelihood Ratio Based Task PredictionCode1
Class-Incremental Learning with Strong Pre-trained ModelsCode1
Class-Incremental Learning with Cross-Space Clustering and Controlled TransferCode1
Class-Incremental Learning with Generative ClassifiersCode1
Representation Compensation Networks for Continual Semantic SegmentationCode1
Audio-Visual Class-Incremental LearningCode1
Forget-free Continual Learning with Soft-Winning SubNetworksCode1
Forward Compatible Few-Shot Class-Incremental LearningCode1
Rethinking Few-shot Class-incremental Learning: Learning from YourselfCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
Federated Class-Incremental LearningCode1
GDumb: A Simple Approach that Questions Our Progress in Continual LearningCode1
Continual Learning: Forget-free Winning Subnetworks for Video RepresentationsCode1
Avalanche: an End-to-End Library for Continual LearningCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
Generative Feature Replay For Class-Incremental LearningCode1
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental LearningCode1
Continuous Knowledge-Preserving Decomposition for Few-Shot Continual LearningCode1
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Heterogeneous Forgetting Compensation for Class-Incremental LearningCode1
iCaRL: Incremental Classifier and Representation LearningCode1
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningCode1
AIR: Analytic Imbalance Rectifier for Continual LearningCode1
Co-Transport for Class-Incremental LearningCode1
Learnability and Algorithm for Continual LearningCode1
Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental LearningCode1
Dark Experience for General Continual Learning: a Strong, Simple BaselineCode1
Geometer: Graph Few-Shot Class-Incremental Learning via Prototype RepresentationCode1
Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental LearningCode1
Constrained Few-shot Class-incremental LearningCode1
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language ModelsCode1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-TrainingCode1
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental LearningCode1
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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