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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 491–500 of 634 papers

Title	Date	Tasks	Status	Hype	Score
pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
The Championship-Winning Solution for the 5th CLVISION Challenge 2024	Jun 24, 2024	Classificationclass-incremental learning	—Unverified	0	0
Plastic Learning with Deep Fourier Features	Oct 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
PlaStIL: Plastic and Stable Memory-Free Class-Incremental Learning	Sep 14, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
The impact of model size on catastrophic forgetting in Online Continual Learning	Jun 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
A Survey on Few-Shot Class-Incremental Learning	Apr 17, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
PointCLIMB: An Exemplar-Free Point Cloud Class Incremental Benchmark	Apr 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
SS-IL: Separated Softmax for Incremental Learning	Mar 31, 2020	class-incremental learningClass Incremental Learning	—Unverified	0	0
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning	Jan 6, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	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