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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 471–480 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Balanced Supervised Contrastive Learning for Few-Shot Class-Incremental Learning	May 26, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Improving Continual Learning Performance and Efficiency with Auxiliary Classifiers	Mar 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning	Jan 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Video Domain Incremental Learning for Human Action Recognition in Home Environments	Dec 22, 2024	Action Recognitionclass-incremental learning	—Unverified	0	0
Balanced softmax cross-entropy for incremental learning with and without memory	Mar 23, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
On the Stability-Plasticity Dilemma of Class-Incremental Learning	Apr 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Avalanche: A PyTorch Library for Deep Continual Learning	Feb 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Wakening Past Concepts without Past Data: Class-incremental Learning from Placebos	Sep 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning	Apr 20, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Open-world Machine Learning: A Review and New Outlooks	Mar 4, 2024	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