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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 491–500 of 634 papers

Title	Date	Tasks	Status	Hype
Taxonomic Class Incremental Learning	Apr 12, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning	Mar 28, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Teach YOLO to Remember: A Self-Distillation Approach for Continual Object Detection	Mar 6, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
The Bayesian Approach to Continual Learning: An Overview	Jul 11, 2025	Bayesian Inferenceclass-incremental learning	—Unverified	0
The Championship-Winning Solution for the 5th CLVISION Challenge 2024	Jun 24, 2024	Classificationclass-incremental learning	—Unverified	0
The impact of model size on catastrophic forgetting in Online Continual Learning	Jun 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
TKIL: Tangent Kernel Approach for Class Balanced Incremental Learning	Jun 17, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning	Dec 7, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Topology-Preserving Class-Incremental Learning	Aug 1, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
Toward industrial use of continual learning : new metrics proposal for class incremental learning	Apr 10, 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