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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 221–230 of 634 papers

Title	Date	Tasks	Status	Hype
Text-Enhanced Data-free Approach for Federated Class-Incremental Learning	Mar 21, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning	Mar 20, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
NTK-Guided Few-Shot Class Incremental Learning	Mar 19, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Confidence Self-Calibration for Multi-Label Class-Incremental Learning	Mar 19, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning	Mar 18, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning	Mar 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning	Mar 15, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt	Mar 14, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Hyperparameters in Continual Learning: A Reality Check	Mar 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts	Mar 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