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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 541–550 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Towards interpretable-by-design deep learning algorithms	Nov 19, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Robust3D-CIL: Robust Class-Incremental Learning for 3D Perception	Mar 18, 2025	Autonomous Drivingclass-incremental learning	—Unverified	0	0
Towards Non-Exemplar Semi-Supervised Class-Incremental Learning	Mar 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond	Aug 6, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Aggregated f-average Neural Network for Interpretable Ensembling	Oct 9, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis	Aug 29, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification	Jul 9, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning	Aug 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
ScaIL: Classifier Weights Scaling for Class Incremental Learning	Jan 16, 2020	AI Agentclass-incremental learning	—Unverified	0	0
When Video Classification Meets Incremental Classes	Jun 30, 2021	Classificationclass-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