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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 91–100 of 634 papers

Title	Date	Tasks	Status	Hype
Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning	Dec 31, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Breaking Fine-Grained Classification Barriers with Cost-Free Data in Few-Shot Class-Incremental Learning	Dec 29, 2024	Classificationclass-incremental learning	—Unverified	0
Exemplar-condensed Federated Class-incremental Learning	Dec 25, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning	Dec 24, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Video Domain Incremental Learning for Human Action Recognition in Home Environments	Dec 22, 2024	Action Recognitionclass-incremental learning	—Unverified	0
Continual Learning Using a Kernel-Based Method Over Foundation Models	Dec 20, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion	Dec 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning	Dec 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
ALADE-SNN: Adaptive Logit Alignment in Dynamically Expandable Spiking Neural Networks for Class Incremental Learning	Dec 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning	Dec 15, 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