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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 531–540 of 634 papers

Title	Date	Tasks	Status	Hype	Score
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning	Aug 22, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting	May 17, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring	Aug 8, 2022	Classificationclass-incremental learning	—Unverified	0	0
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks	Mar 10, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
A Memory Transformer Network for Incremental Learning	Oct 10, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry	Jul 20, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Revisiting Catastrophic Forgetting in Class Incremental Learning	Jul 26, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
A Life-long Learning Intrusion Detection System for 6G-Enabled IoV	Jul 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
ALADE-SNN: Adaptive Logit Alignment in Dynamically Expandable Spiking Neural Networks for Class Incremental Learning	Dec 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
AggSS: An Aggregated Self-Supervised Approach for Class-Incremental Learning	Aug 8, 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