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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 281–290 of 634 papers

Title	Date	Tasks	Status	Hype
Generalizable Two-Branch Framework for Image Class-Incremental Learning	Feb 28, 2024	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
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning	Mar 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting	May 17, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
General Incremental Learning with Domain-aware Categorical Representations	Apr 8, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Generative Feature Replay with Orthogonal Weight Modification for Continual Learning	May 7, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning	Apr 14, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning	Jan 27, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning	Mar 7, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning	Dec 17, 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