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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 634 papers

Title	Date	Tasks	Status	Hype	Score
MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning	Dec 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	4	5
Learning without Forgetting	Jun 29, 2016	Class Incremental LearningContinual Learning	CodeCode Available	2	5
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion	Jul 19, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2	5
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning	Mar 18, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2	5
External Knowledge Injection for CLIP-Based Class-Incremental Learning	Mar 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	2	5
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models	Jul 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2	5
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning	May 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	2	5
Class-incremental Learning for Time Series: Benchmark and Evaluation	Feb 19, 2024	Activity RecognitionBenchmarking	CodeCode Available	2	5
Class-Incremental Learning: A Survey	Feb 7, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	2	5
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox	Sep 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	2	5

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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