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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 341–350 of 634 papers

Title	Date	Tasks	Status	Hype
Detecting Unknown DGAs without Context Information	May 30, 2022	AttributeBinary Classification	—Unverified	0
Diagnosing Batch Normalization in Class Incremental Learning	Feb 16, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
DiffClass: Diffusion-Based Class Incremental Learning	Mar 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Diffusion Meets Few-shot Class Incremental Learning	Mar 30, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
DILF-EN framework for Class-Incremental Learning	Dec 23, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning	Aug 17, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory	Jul 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches	Mar 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning	Mar 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	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