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Class Incremental Learning

Papers

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Showing 501–550 of 634 papers

TitleStatusHype
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks—0
Towards interpretable-by-design deep learning algorithms—0
Towards Non-Exemplar Semi-Supervised Class-Incremental Learning—0
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation—0
Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning—0
TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning—0
Two-level Graph Network for Few-Shot Class-Incremental Learning—0
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection—0
Unsupervised Class-Incremental Learning Through Confusion—0
vCLIMB: A Novel Video Class Incremental Learning Benchmark—0
Video Domain Incremental Learning for Human Action Recognition in Home Environments—0
Wakening Past Concepts without Past Data: Class-incremental Learning from Placebos—0
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos—0
When Video Classification Meets Incremental Classes—0
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative ModelingsCode0
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse NetworksCode0
Learning a Unified Classifier Incrementally via RebalancingCode0
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for Systematic Input RecognitionCode0
Learning Adaptive Embedding Considering Incremental ClassCode0
Large Scale Incremental LearningCode0
Queried Unlabeled Data Improves and Robustifies Class-Incremental LearningCode0
Continual Learning with Deep Generative ReplayCode0
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental LearningCode0
Lifelong Machine Learning with Deep Streaming Linear Discriminant AnalysisCode0
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained ModelsCode0
Dealing with Cross-Task Class Discrimination in Online Continual LearningCode0
Triple Memory Networks: a Brain-Inspired Method for Continual LearningCode0
Class Balance Matters to Active Class-Incremental LearningCode0
Knowledge Transfer-Driven Few-Shot Class-Incremental LearningCode0
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental LearningCode0
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image AttributionCode0
Soft-TransFormers for Continual LearningCode0
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental SegmentationCode0
SpaceNet: Make Free Space For Continual LearningCode0
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental LearningCode0
Overcoming Catastrophic Forgetting with Unlabeled Data in the WildCode0
Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature RichnessCode0
Activating Sparse Part Concepts for 3D Class Incremental LearningCode0
ICICLE: Interpretable Class Incremental Continual LearningCode0
CCSI: Continual Class-Specific Impression for Data-free Class Incremental LearningCode0
Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify InferenceCode0
AdaCL:Adaptive Continual LearningCode0
Reinforced Continual Learning for GraphsCode0
Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context AdaptationCode0
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental LearningCode0
Memory-Free Generative Replay For Class-Incremental LearningCode0
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware PromptingCode0
Helpful or Harmful: Inter-Task Association in Continual LearningCode0
ConSense: Continually Sensing Human Activity with WiFi via Growing and PickingCode0
GOTHAM: Graph Class Incremental Learning Framework under Weak SupervisionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1S&B10-stage average accuracy68.18—Unverified
2SCR10-stage average accuracy65.98—Unverified
3iCaRL10-stage average accuracy63.24—Unverified
4LUCIR10-stage average accuracy56.53—Unverified
5ABD10-stage average accuracy54.44—Unverified
6EWC10-stage average accuracy50.53—Unverified
7EMR10-stage average accuracy48.66—Unverified
8A-GEM10-stage average accuracy45.76—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07—Unverified
2PPCA-CLIPFinal Accuracy69.71—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07—Unverified
2PPCA-CLIPFinal Accuracy69.71—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy61.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy56.2—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy42.6—Unverified