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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 321–330 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Continual Learning in the Presence of Repetition	May 7, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Generative Feature Replay with Orthogonal Weight Modification for Continual Learning	May 7, 2020	class-incremental learningClass Incremental Learning	—Unverified	0	0
Continual Learning for Class- and Domain-Incremental Semantic Segmentation	Sep 16, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Continual HyperTransformer: A Meta-Learner for Continual Few-Shot Learning	Jan 11, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Continual Contrastive Spoken Language Understanding	Oct 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Space-time Prompting for Video Class-incremental Learning	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	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	0
Gradient Reweighting: Towards Imbalanced Class-Incremental Learning	Feb 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
GradMix: Gradient-based Selective Mixup for Robust Data Augmentation in Class-Incremental Learning	May 13, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	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