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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–360 of 634 papers

Title	Date	Tasks	Status	Hype	Score
AdaER: An Adaptive Experience Replay Approach for Continual Lifelong Learning	Aug 7, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Improving Vision Transformers for Incremental Learning	Dec 12, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
INCPrompt: Task-Aware incremental Prompting for Rehearsal-Free Class-incremental Learning	Jan 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Incremental Concept Learning via Online Generative Memory Recall	Jul 5, 2019	class-incremental learningClass Incremental Learning	—Unverified	0	0
Incremental few-shot learning via vector quantization in deep embedded space	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
StPR: Spatiotemporal Preservation and Routing for Exemplar-Free Video Class-Incremental Learning	May 20, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Incrementally Zero-Shot Detection by an Extreme Value Analyzer	Mar 23, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Incremental One-Class Models for Data Classification	Oct 15, 2016	Classificationclass-incremental learning	—Unverified	0	0
Incremental Prototype Tuning for Class Incremental Learning	Apr 7, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Inductive Graph Few-shot Class Incremental Learning	Nov 11, 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