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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 581–590 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning	Nov 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Endpoints Weight Fusion for Class Incremental Semantic Segmentation	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Energy Aligning for Biased Models	Jun 7, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning	Aug 17, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Enhanced Few-Shot Class-Incremental Learning via Ensemble Models	Jan 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning	Jan 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural Networks	Aug 9, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Enhancing Generative Class Incremental Learning Performance with Model Forgetting Approach	Mar 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse	Apr 25, 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