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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
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis	Sep 4, 2019	BIG-bench Machine Learningclass-incremental learning	CodeCode Available	0
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches	Jul 8, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	1
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
Large Scale Incremental Learning	May 30, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	0
Label Mapping Neural Networks with Response Consolidation for Class Incremental Learning	May 20, 2019	class-incremental learningClass Incremental Learning	—Unverified	0
Three scenarios for continual learning	Apr 15, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	2
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild	Mar 29, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	0
Gradient based sample selection for online continual learning	Mar 20, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class-incremental Learning via Deep Model Consolidation	Mar 19, 2019	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