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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 341–350 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Hyperbolic Dual Feature Augmentation for Open-Environment	Jun 10, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Hyperparameters in Continual Learning: A Reality Check	Mar 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
SRIL: Selective Regularization for Class-Incremental Learning	May 9, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Confidence Self-Calibration for Multi-Label Class-Incremental Learning	Mar 19, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning	Apr 11, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Condensed Prototype Replay for Class Incremental Learning	May 25, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
IL2M: Class Incremental Learning With Dual Memory	Oct 1, 2019	class-incremental learningClass Incremental Learning	—Unverified	0	0
Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning	Sep 6, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Improving Feature Generalizability with Multitask Learning in Class Incremental Learning	Apr 26, 2022	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