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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 241–250 of 634 papers

Title	Date	Tasks	Status	Hype
Generalizable Two-Branch Framework for Image Class-Incremental Learning	Feb 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Gradient Reweighting: Towards Imbalanced Class-Incremental Learning	Feb 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection	Feb 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
MCF-VC: Mitigate Catastrophic Forgetting in Class-Incremental Learning for Multimodal Video Captioning	Feb 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Hyperdimensional Representation Learning for Node Classification and Link Prediction	Feb 26, 2024	Classificationclass-incremental learning	—Unverified	0
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps	Feb 19, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Class-incremental Learning for Time Series: Benchmark and Evaluation	Feb 19, 2024	Activity RecognitionBenchmarking	CodeCode Available	2
Balancing the Causal Effects in Class-Incremental Learning	Feb 15, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
TaE: Task-aware Expandable Representation for Long Tail Class Incremental Learning	Feb 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning	Feb 6, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	1

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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