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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 391–400 of 634 papers

Title	Date	Tasks	Status	Hype	Score
CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning	Jul 22, 2024	Class Incremental LearningContinual Learning	—Unverified	0	0
Learning to Learn: How to Continuously Teach Humans and Machines	Nov 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class-Wise Buffer Management for Incremental Object Detection: An Effective Buffer Training Strategy	Dec 14, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Continual Learning with Evolving Class Ontologies	Oct 10, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class-Independent Increment: An Efficient Approach for Multi-label Class-Incremental Learning	Mar 1, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class Incremental Online Streaming Learning	Oct 20, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection	Nov 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains	Oct 13, 2022	Autonomous Drivingclass-incremental learning	—Unverified	0	0
Class Incremental Learning with Self-Supervised Pre-Training and Prototype Learning	Aug 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class Incremental Learning with Pre-trained Vision-Language Models	Oct 31, 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