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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 521–530 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Realistic Continual Learning Approach using Pre-trained Models	Apr 11, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning	Mar 20, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Rebalancing Multi-Label Class-Incremental Learning	Aug 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Recent Advances of Foundation Language Models-based Continual Learning: A Survey	May 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Recommendation of data-free class-incremental learning algorithms by simulating future data	Mar 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Federated Class-Incremental Learning with Hierarchical Generative Prototypes	Jun 4, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Reducing Catastrophic Forgetting in Online Class Incremental Learning Using Self-Distillation	Sep 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion	Dec 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning	Sep 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos	Oct 24, 2023	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