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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 461–470 of 634 papers

Title	Date	Tasks	Status	Hype
Taxonomic Class Incremental Learning	Apr 12, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Few-shot Class-incremental Learning for Cross-domain Disease Classification	Apr 12, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
MASIL: Towards Maximum Separable Class Representation for Few Shot Class Incremental Learning	Apr 8, 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
Cross-Class Feature Augmentation for Class Incremental Learning	Apr 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Semantic-visual Guided Transformer for Few-shot Class-incremental Learning	Mar 27, 2023	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
AdaCL:Adaptive Continual Learning	Mar 23, 2023	Bayesian Optimizationclass-incremental learning	CodeCode Available	0
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning	Mar 23, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Dense Network Expansion for Class Incremental Learning	Mar 22, 2023	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