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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 311–320 of 634 papers

Title	Date	Tasks	Status	Hype
Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner	Jun 5, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning	Jun 4, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Federated Class-Incremental Learning with Hierarchical Generative Prototypes	Jun 4, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Multi-label Class Incremental Emotion Decoding with Augmented Emotional Semantics Learning	May 31, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond	May 29, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Recent Advances of Foundation Language Models-based Continual Learning: A Survey	May 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Compositional Few-Shot Class-Incremental Learning	May 27, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Few-shot Tuning of Foundation Models for Class-incremental Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
On Sequential Loss Approximation for Continual Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning Perspective	May 24, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	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