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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 361–370 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning	Jan 16, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Initial Classifier Weights Replay for Memoryless Class Incremental Learning	Aug 31, 2020	Allclass-incremental learning	—Unverified	0	0
Concept Representation Learning with Contrastive Self-Supervised Learning	Dec 10, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning	Nov 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Striking a Balance Between Stability and Plasticity for Class-Incremental Learning	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective	Jun 16, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Joint Input and Output Coordination for Class-Incremental Learning	Sep 9, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Just a Glimpse: Rethinking Temporal Information for Video Continual Learning	May 28, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning	Sep 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Knowledge Consolidation based Class Incremental Online Learning with Limited Data	Jun 12, 2021	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