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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 181–190 of 634 papers

Title	Date	Tasks	Status	Hype
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
Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning	May 24, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory	May 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning	May 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
FeTT: Continual Class Incremental Learning via Feature Transformation Tuning	May 20, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning	May 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Dynamic Feature Learning and Matching for Class-Incremental Learning	May 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Feature Expansion and enhanced Compression for Class Incremental Learning	May 13, 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