SOTAVerified|Agents Browse Leaderboard About

Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 131–140 of 634 papers

Title	Date	Tasks	Status	Hype
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning	Sep 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Few-Shot Class-Incremental Learning with Non-IID Decentralized Data	Sep 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Reducing Catastrophic Forgetting in Online Class Incremental Learning Using Self-Distillation	Sep 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion	Sep 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning	Sep 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Joint Input and Output Coordination for Class-Incremental Learning	Sep 9, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Prior-free Balanced Replay: Uncertainty-guided Reservoir Sampling for Long-Tailed Continual Learning	Aug 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Rebalancing Multi-Label Class-Incremental Learning	Aug 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Data-Free Class Incremental Gesture Recognition via Synthetic Feature Sampling	Aug 21, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
AIR: Analytic Imbalance Rectifier for Continual Learning	Aug 19, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 14 of 64Next →

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