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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 601–610 of 634 papers

Title	Date	Tasks	Status	Hype
Discrete Key-Value Bottleneck	Jul 22, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges	Nov 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets	Mar 10, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Deep Class Incremental Learning from Decentralized Data	Mar 11, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
SupportNet: solving catastrophic forgetting in class incremental learning with support data	Jun 8, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	0
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning	Feb 6, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Towards Realistic Evaluation of Industrial Continual Learning Scenarios with an Emphasis on Energy Consumption and Computational Footprint	Jan 1, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Towards Effective Authorship Attribution: Integrating Class-Incremental Learning	Aug 12, 2024	Authorship Attributionclass-incremental learning	CodeCode Available	0
A Strategy for an Uncompromising Incremental Learner	May 2, 2017	class-incremental learningClass Incremental Learning	CodeCode Available	0
PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning	Dec 14, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	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