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Class Incremental Learning

Papers

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Showing 551–600 of 634 papers

TitleStatusHype
Unsupervised Class-Incremental Learning Through Confusion—0
Few-Shot Incremental Learning with Continually Evolved ClassifiersCode1
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning—0
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers—0
Avalanche: an End-to-End Library for Continual LearningCode1
DER: Dynamically Expandable Representation for Class Incremental LearningCode1
ClaRe: Practical Class Incremental Learning By Remembering Previous Class Representations—0
Incrementally Zero-Shot Detection by an Extreme Value Analyzer—0
Balanced softmax cross-entropy for incremental learning with and without memory—0
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual LearningCode1
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning—0
Distilling Causal Effect of Data in Class-Incremental LearningCode1
Essentials for Class Incremental LearningCode1
Adversarial Targeted Forgetting in Regularization and Generative Based Continual Learning Models—0
Learning Invariant Representation for Continual LearningCode1
Striking a Balance Between Stability and Plasticity for Class-Incremental Learning—0
Synthesized Feature Based Few-Shot Class-Incremental Learning on a Mixture of Subspaces—0
Incremental few-shot learning via vector quantization in deep embedded space—0
Long Live the Lottery: The Existence of Winning Tickets in Lifelong Learning—0
IIRC: Incremental Implicitly-Refined ClassificationCode1
Class-incremental Learning with Rectified Feature-Graph PreservationCode0
PLOP: Learning without Forgetting for Continual Semantic SegmentationCode1
A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks—0
Class-incremental learning: survey and performance evaluation on image classification—0
Class-incremental Learning with Pre-allocated Fixed ClassifiersCode0
Adaptive Aggregation Networks for Class-Incremental LearningCode1
Continual Prototype Evolution: Learning Online from Non-Stationary Data StreamsCode1
Learning Adaptive Embedding Considering Incremental ClassCode0
Initial Classifier Weights Replay for Memoryless Class Incremental Learning—0
Active Class Incremental Learning for Imbalanced Datasets—0
RODEO: Replay for Online Object DetectionCode1
Brain-inspired replay for continual learning with artificial neural networksCode1
Continual Class Incremental Learning for CT Thoracic Segmentation—0
Memory Efficient Class-Incremental Learning for Image Classification—0
Topology-Preserving Class-Incremental Learning—0
GDumb: A Simple Approach that Questions Our Progress in Continual LearningCode1
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning—0
SpaceNet: Make Free Space For Continual LearningCode0
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning—0
Insights from the Future for Continual LearningCode1
Multilayer Neuromodulated Architectures for Memory-Constrained Online Continual Learning—0
Self-Supervised Learning Aided Class-Incremental Lifelong Learning—0
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
Generative Feature Replay with Orthogonal Weight Modification for Continual Learning—0
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental LearningCode1
Few-Shot Class-Incremental LearningCode1
Supervised Contrastive LearningCode2
Generative Feature Replay For Class-Incremental LearningCode1
Dark Experience for General Continual Learning: a Strong, Simple BaselineCode1
Semantic Drift Compensation for Class-Incremental LearningCode1
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All datasetscifar100CIFAR-100 - 50 classes + 10 steps of 5 classesCIFAR-100 - 50 classes + 5 steps of 10 classesCifar100-B0(10 tasks)-no-exemplarsCifar100-B0(20 tasks)-no-exemplarsCIFAR100-B0(50 tasks)-no-exemplars

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