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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 231–240 of 634 papers

Title	Date	Tasks	Status	Hype
Detecting Unknown DGAs without Context Information	May 30, 2022	AttributeBinary Classification	—Unverified	0
Detachedly Learn a Classifier for Class-Incremental Learning	Feb 23, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
An experimental approach on Few Shot Class Incremental Learning	Mar 14, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
A New Benchmark for Few-Shot Class-Incremental Learning: Redefining the Upper Bound	Mar 13, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning	Nov 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Endpoints Weight Fusion for Class Incremental Semantic Segmentation	Jan 1, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Dense Network Expansion for Class Incremental Learning	Mar 22, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning	Jun 18, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Federated Class-Incremental Learning with Prompting	Oct 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning	May 8, 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