SOTAVerified

Class Incremental Learning

Papers

Showing 151200 of 634 papers

TitleStatusHype
Representation Compensation Networks for Continual Semantic SegmentationCode1
PrePrompt: Predictive prompting for class incremental learningCode1
Few-shot Class-incremental Learning for 3D Point Cloud ObjectsCode1
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
Few-Shot Class-Incremental Learning via Training-Free Prototype CalibrationCode1
Few-Shot Incremental Learning with Continually Evolved ClassifiersCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language ModelsCode1
Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental LearningCode1
FOSTER: Feature Boosting and Compression for Class-Incremental LearningCode1
Forward Compatible Few-Shot Class-Incremental LearningCode1
Forget-free Continual Learning with Soft-Winning SubNetworksCode1
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
Multi-Site Class-Incremental Learning with Weighted Experts in EchocardiographyCode0
Class Incremental Learning with Multi-Teacher DistillationCode0
Multi-stream Fusion for Class Incremental Learning in Pill Image ClassificationCode0
Class-Incremental Learning via Knowledge AmalgamationCode0
Activating Sparse Part Concepts for 3D Class Incremental LearningCode0
Class-incremental Learning via Deep Model ConsolidationCode0
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained DatasetsCode0
A Strategy for an Uncompromising Incremental LearnerCode0
MIND: Multi-Task Incremental Network DistillationCode0
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse NetworksCode0
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental LearningCode0
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental LearningCode0
12 mJ per Class On-Device Online Few-Shot Class-Incremental LearningCode0
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image AttributionCode0
Memory-Free Generative Replay For Class-Incremental LearningCode0
Enhancing Robustness in Incremental Learning with Adversarial TrainingCode0
Class-Incremental Learning based on Label GenerationCode0
Density Distribution-based Learning Framework for Addressing Online Continual Learning ChallengesCode0
Class Balance Matters to Active Class-Incremental LearningCode0
Class Impression for Data-free Incremental LearningCode0
Learning a Unified Classifier Incrementally via RebalancingCode0
Deep Class Incremental Learning from Decentralized DataCode0
Lifelong Machine Learning with Deep Streaming Linear Discriminant AnalysisCode0
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental SegmentationCode0
Dataset Knowledge Transfer for Class-Incremental Learning without MemoryCode0
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced DataCode0
An Efficient Memory Module for Graph Few-Shot Class-Incremental LearningCode0
Knowledge Transfer-Driven Few-Shot Class-Incremental LearningCode0
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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