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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 421–430 of 634 papers

Title	Date	Tasks	Status	Hype	Score
MCF-VC: Mitigate Catastrophic Forgetting in Class-Incremental Learning for Multimodal Video Captioning	Feb 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL	Apr 18, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Memorizing Complementation Network for Few-Shot Class-Incremental Learning	Aug 11, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning	Jul 3, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Memory Efficient Class-Incremental Learning for Image Classification	Aug 4, 2020	Classificationclass-incremental learning	—Unverified	0	0
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation	Aug 2, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class-Incremental Learning for Multi-Label Audio Classification	Jan 9, 2024	Audio ClassificationClassification	—Unverified	0	0
Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation	Jun 12, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning	Jan 1, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class-Incremental Learning for Action Recognition in Videos	Mar 25, 2022	Action RecognitionAction Recognition In Videos	—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