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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 271–280 of 634 papers

Title	Date	Tasks	Status	Hype
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor	Oct 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Brain-inspired continual pre-trained learner via silent synaptic consolidation	Oct 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Fair Class-Incremental Learning using Sample Weighting	Oct 2, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Continual learning with task specialist	Sep 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Dynamic Integration of Task-Specific Adapters for Class Incremental Learning	Sep 23, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Few-Shot Class-Incremental Learning with Non-IID Decentralized Data	Sep 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning	Sep 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning	Sep 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Reducing Catastrophic Forgetting in Online Class Incremental Learning Using Self-Distillation	Sep 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion	Sep 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	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