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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 371–380 of 634 papers

Title	Date	Tasks	Status	Hype
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse Data	Apr 8, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Cross-Class Feature Augmentation for Class Incremental Learning	Apr 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
On the Stability-Plasticity Dilemma of Class-Incremental Learning	Apr 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning	Apr 2, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning	Mar 27, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Towards Open Temporal Graph Neural Networks	Mar 27, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Forget-free Continual Learning with Soft-Winning SubNetworks	Mar 27, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Two-level Graph Network for Few-Shot Class-Incremental Learning	Mar 24, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Exemplar Compression for Class-Incremental Learning	Mar 24, 2023	Bilevel Optimizationclass-incremental learning	CodeCode Available	1
AdaCL:Adaptive Continual Learning	Mar 23, 2023	Bayesian Optimizationclass-incremental learning	CodeCode Available	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