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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 571–580 of 634 papers

Title	Date	Tasks	Status	Hype
Class incremental learning for video action classification	Sep 19, 2021	Action ClassificationAction Recognition In Videos	—Unverified	0
Memory-Free Generative Replay For Class-Incremental Learning	Sep 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
Revisiting Catastrophic Forgetting in Class Incremental Learning	Jul 26, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification	Jul 9, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
When Video Classification Meets Incremental Classes	Jun 30, 2021	Classificationclass-incremental learning	—Unverified	0
On the importance of cross-task features for class-incremental learning	Jun 22, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
Dual-Teacher Class-Incremental Learning With Data-Free Generative Replay	Jun 17, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Knowledge Consolidation based Class Incremental Online Learning with Limited Data	Jun 12, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Generative Feature-driven Image Replay for Continual Learning	Jun 9, 2021	Class Incremental LearningContinual Learning	—Unverified	0
Energy Aligning for Biased Models	Jun 7, 2021	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