SOTAVerified|Agents Browse Leaderboard About

Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 271–280 of 634 papers

Title	Date	Tasks	Status	Hype
Completely Weakly Supervised Class-Incremental Learning for Semantic Segmentation	May 16, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
DA-CIL: Towards Domain Adaptive Class-Incremental 3D Object Detection	Dec 5, 2022	3D Object Detectionclass-incremental learning	—Unverified	0
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion	Dec 18, 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
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation	Sep 16, 2022	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
Adaptive Discovering and Merging for Incremental Novel Class Discovery	Mar 6, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning	Aug 22, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
FM-LoRA: Factorized Low-Rank Meta-Prompting for Continual Learning	Apr 9, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Memory Is Not the Bottleneck: Cost-Efficient Continual Learning via Weight Space Consolidation	Feb 11, 2025	class-incremental learningClass Incremental Learning	—Unverified	0

Show:10 25 50

← PrevPage 28 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