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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 611–620 of 634 papers

Title	Date	Tasks	Status	Hype
Triple Memory Networks: a Brain-Inspired Method for Continual Learning	Mar 6, 2020	Attributeclass-incremental learning	CodeCode Available	0
Cognitively-Inspired Model for Incremental Learning Using a Few Examples	Feb 27, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	0
Adversarial Incremental Learning	Jan 30, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
ScaIL: Classifier Weights Scaling for Class Incremental Learning	Jan 16, 2020	AI Agentclass-incremental learning	—Unverified	0
Online Continual Learning with Maximal Interfered Retrieval	Dec 1, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	0
IL2M: Class Incremental Learning With Dual Memory	Oct 1, 2019	class-incremental learningClass Incremental Learning	—Unverified	0
Neural Architecture Search for Class-incremental Learning	Sep 14, 2019	AutoMLclass-incremental learning	—Unverified	0
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis	Sep 4, 2019	BIG-bench Machine Learningclass-incremental learning	CodeCode Available	0
Incremental Concept Learning via Online Generative Memory Recall	Jul 5, 2019	class-incremental learningClass Incremental Learning	—Unverified	0
Learning a Unified Classifier Incrementally via Rebalancing	Jun 1, 2019	Class Incremental LearningIncremental 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