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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 501–510 of 634 papers

Title	Date	Tasks	Status	Hype
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks	Mar 10, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Towards interpretable-by-design deep learning algorithms	Nov 19, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Towards Non-Exemplar Semi-Supervised Class-Incremental Learning	Mar 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation	Jul 27, 2024	Audio Classificationclass-incremental learning	—Unverified	0
Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning	Oct 21, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Two-level Graph Network for Few-Shot Class-Incremental Learning	Mar 24, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection	Jul 4, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Unsupervised Class-Incremental Learning Through Confusion	Apr 9, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
vCLIMB: A Novel Video Class Incremental Learning Benchmark	Jan 23, 2022	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