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Class Incremental Learning

Papers

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Showing 151–200 of 634 papers

TitleStatusHype
Few-Shot Class-Incremental Learning from an Open-Set PerspectiveCode1
Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental LearningCode1
Learning without Forgetting for Vision-Language ModelsCode1
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
Long-Tailed Class Incremental LearningCode1
Memory Replay with Data Compression for Continual LearningCode1
Continual Learning Using a Kernel-Based Method Over Foundation ModelsCode1
Generative Feature Replay For Class-Incremental LearningCode1
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental LearningCode1
Masked Autoencoders are Efficient Class Incremental LearnersCode1
Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformerCode1
Multi-Granularity Regularized Re-Balancing for Class Incremental LearningCode1
Multimodal Parameter-Efficient Few-Shot 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
EXACFS -- A CIL Method to mitigate Catastrophic Forgetting—0
Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture—0
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning—0
Class Incremental Learning with Pre-trained Vision-Language Models—0
Adversary Aware Continual Learning—0
Exemplar-condensed Federated Class-incremental Learning—0
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning—0
Adversarial Targeted Forgetting in Regularization and Generative Based Continual Learning Models—0
Evolving Dictionary Representation for Few-shot Class-incremental Learning—0
Exemplar-Free Class Incremental Learning via Incremental Representation—0
A Survey on Few-Shot Class-Incremental Learning—0
eTag: Class-Incremental Learning with Embedding Distillation and Task-Oriented Generation—0
Adversarial Incremental Learning—0
Evaluating Pretrained models for Deployable Lifelong Learning—0
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization—0
Class-Incremental Learning using Diffusion Model for Distillation and Replay—0
Improving Continual Learning Performance and Efficiency with Auxiliary Classifiers—0
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers—0
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse—0
Enhancing Visual Continual Learning with Language-Guided Supervision—0
Evidential Deep Learning for Class-Incremental Semantic Segmentation—0
Class-Incremental Learning of Plant and Disease Detection: Growing Branches with Knowledge Distillation—0
SS-IL: Separated Softmax for Incremental Learning—0
Class incremental learning for video action classification—0
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning—0
Addressing Imbalance for Class Incremental Learning in Medical Image Classification—0
Class-Incremental Learning for Sound Event Localization and Detection—0
Class-Incremental Learning for Multi-Label Audio Classification—0
Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation—0
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks—0
A Bag of Tricks for Few-Shot Class-Incremental Learning—0
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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