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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 221–230 of 634 papers

Title	Date	Tasks	Status	Hype
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning	Feb 12, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Memory Is Not the Bottleneck: Cost-Efficient Continual Learning via Weight Space Consolidation	Feb 11, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental Segmentation	Feb 7, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
Leveraging Pre-Trained Models for Multimodal Class-Incremental Learning under Adaptive Fusion	Feb 7, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning	Jan 27, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting	Jan 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning	Jan 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
S-LoRA: Scalable Low-Rank Adaptation for Class Incremental Learning	Jan 22, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning	Jan 16, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
PAL: Prompting Analytic Learning with Missing Modality for Multi-Modal Class-Incremental Learning	Jan 16, 2025	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