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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–270 of 634 papers

Title	Date	Tasks	Status	Hype
ClaRe: Practical Class Incremental Learning By Remembering Previous Class Representations	Mar 29, 2021	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
CEAT: Continual Expansion and Absorption Transformer for Non-Exemplar Class-Incremental Learning	Mar 11, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory	May 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning	Feb 1, 2022	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
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
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation	Sep 16, 2022	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