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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 621–630 of 634 papers

Title	Date	Tasks	Status	Hype
Preserving Locality in Vision Transformers for Class Incremental Learning	Apr 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Enhancing Robustness in Incremental Learning with Adversarial Training	Dec 6, 2023	Adversarial Robustnessclass-incremental learning	CodeCode Available	0
Covariance-based Space Regularization for Few-shot Class Incremental Learning	Nov 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking	Oct 4, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Active Class Selection for Few-Shot Class-Incremental Learning	Jul 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class-Incremental Learning based on Label Generation	Jun 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class Impression for Data-free Incremental Learning	Jun 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
PromptFusion: Decoupling Stability and Plasticity for Continual Learning	Mar 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning	Nov 11, 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