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Class Incremental Learning

Papers

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Showing 41–50 of 634 papers

Title	Date	Tasks	Status	Hype
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning	Mar 24, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds	Mar 22, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution	Mar 19, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
Robust3D-CIL: Robust Class-Incremental Learning for 3D Perception	Mar 18, 2025	Autonomous Drivingclass-incremental learning	—Unverified	0
An experimental approach on Few Shot Class Incremental Learning	Mar 14, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Generative Binary Memory: Pseudo-Replay Class-Incremental Learning on Binarized Embeddings	Mar 13, 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
Singular Value Fine-tuning for Few-Shot Class-Incremental Learning	Mar 13, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning	Mar 13, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
External Knowledge Injection for CLIP-Based Class-Incremental Learning	Mar 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	2

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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