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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 451–460 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Bring Evanescent Representations to Life in Lifelong Class Incremental Learning	Jan 1, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Breaking Fine-Grained Classification Barriers with Cost-Free Data in Few-Shot Class-Incremental Learning	Dec 29, 2024	Classificationclass-incremental learning	—Unverified	0	0
Neural Architecture Search for Class-incremental Learning	Sep 14, 2019	AutoMLclass-incremental learning	—Unverified	0	0
Brain-inspired feature exaggeration in generative replay for continual learning	Oct 26, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Brain-inspired continual pre-trained learner via silent synaptic consolidation	Oct 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning	Apr 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps	Feb 19, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Brain-inspired analogical mixture prototypes for few-shot class-incremental learning	Feb 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
ACIL: Active Class Incremental Learning for Image Classification	Dec 31, 2024	Active LearningClassification	—Unverified	0	0
Bias Mitigating Few-Shot Class-Incremental Learning	Feb 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0

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All datasets cifar100 CIFAR-100 - 50 classes + 10 steps of 5 classes CIFAR-100 - 50 classes + 5 steps of 10 classes Cifar100-B0(10 tasks)-no-exemplars Cifar100-B0(20 tasks)-no-exemplars CIFAR100-B0(50 tasks)-no-exemplars

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	S&B	10-stage average accuracy	68.18	—	Unverified
2	SCR	10-stage average accuracy	65.98	—	Unverified
3	iCaRL	10-stage average accuracy	63.24	—	Unverified
4	LUCIR	10-stage average accuracy	56.53	—	Unverified
5	ABD	10-stage average accuracy	54.44	—	Unverified
6	EWC	10-stage average accuracy	50.53	—	Unverified
7	EMR	10-stage average accuracy	48.66	—	Unverified
8	A-GEM	10-stage average accuracy	45.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PPCA-SWSL	Final Accuracy	77.07	—	Unverified
2	PPCA-CLIP	Final Accuracy	69.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PPCA-SWSL	Final Accuracy	77.07	—	Unverified
2	PPCA-CLIP	Final Accuracy	69.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	61.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	56.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	42.6	—	Unverified