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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 634 papers

Title	Date	Tasks	Status	Hype
Three scenarios for continual learning	Apr 15, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	2
Supervised Contrastive Learning	Apr 23, 2020	Class Incremental LearningContrastive Learning	CodeCode Available	2
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning	May 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	2
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers	Apr 9, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Brain-inspired replay for continual learning with artificial neural networks	Aug 13, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	1
CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning	Dec 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1
Avalanche: an End-to-End Library for Continual Learning	Apr 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
A Comprehensive Empirical Evaluation on Online Continual Learning	Aug 20, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training	Apr 11, 2025	3D geometryclass-incremental learning	CodeCode Available	1
Class-Incremental Exemplar Compression for Class-Incremental Learning	Mar 24, 2023	Bilevel Optimizationclass-incremental learning	CodeCode Available	1

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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