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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 361–370 of 634 papers

Title	Date	Tasks	Status	Hype
Effective Decision Boundary Learning for Class Incremental Learning	Jan 12, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning	Dec 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Efficient Federated Class-Incremental Learning of Pre-Trained Models via Task-agnostic Low-rank Residual Adaptation	May 18, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Efficient Non-Exemplar Class-Incremental Learning with Retrospective Feature Synthesis	Nov 3, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Elephant Neural Networks: Born to Be a Continual Learner	Oct 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning	Nov 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Endpoints Weight Fusion for Class Incremental Semantic Segmentation	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Energy Aligning for Biased Models	Jun 7, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Enhanced Few-Shot Class-Incremental Learning via Ensemble Models	Jan 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning	Jan 12, 2024	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