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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 611–620 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Feature Calibration enhanced Parameter Synthesis for CLIP-based Class-incremental Learning	Mar 24, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Semi-parametric Memory Consolidation: Towards Brain-like Deep Continual Learning	Apr 20, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Detachedly Learn a Classifier for Class-Incremental Learning	Feb 23, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Dense Network Expansion for Class Incremental Learning	Mar 22, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting	Jan 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Federated Class-Incremental Learning with Prompting	Oct 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning	Jun 18, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning	May 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond	May 29, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Defying Imbalanced Forgetting in Class Incremental Learning	Mar 22, 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