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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 211–220 of 634 papers

Title	Date	Tasks	Status	Hype
Towards Non-Exemplar Semi-Supervised Class-Incremental Learning	Mar 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Recommendation of data-free class-incremental learning algorithms by simulating future data	Mar 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning	Mar 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Enhancing Visual Continual Learning with Language-Guided Supervision	Mar 24, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Exemplar-Free Class Incremental Learning via Incremental Representation	Mar 24, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning	Mar 23, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
GACL: Exemplar-Free Generalized Analytic Continual Learning	Mar 23, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness	Mar 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Defying Imbalanced Forgetting in Class Incremental Learning	Mar 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
A Bag of Tricks for Few-Shot Class-Incremental Learning	Mar 21, 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