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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 501–510 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Completely Weakly Supervised Class-Incremental Learning for Semantic Segmentation	May 16, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Preserving Plasticity in Continual Learning with Adaptive Linearity Injection	May 14, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
A Novel Progressive Multi-label Classifier for Classincremental Data	Sep 23, 2016	class-incremental learningClass Incremental Learning	—Unverified	0	0
An experimental approach on Few Shot Class Incremental Learning	Mar 14, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Prior-free Balanced Replay: Uncertainty-guided Reservoir Sampling for Long-Tailed Continual Learning	Aug 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Probing Image Compression For Class-Incremental Learning	Mar 10, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning	Jul 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
TKIL: Tangent Kernel Approach for Class Balanced Incremental Learning	Jun 17, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning	Dec 7, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Prompt Learning With Knowledge Memorizing Prototypes For Generalized Few-Shot Intent Detection	Sep 10, 2023	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