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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 626–634 of 634 papers

Title	Date	Tasks	Status	Hype
Efficient Lifelong Learning with A-GEM	Dec 2, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	0
Extending Pretrained Segmentation Networks with Additional Anatomical Structures	Nov 12, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	0
Continuous Learning in Single-Incremental-Task Scenarios	Jun 22, 2018	class-incremental learningClass Incremental Learning	—Unverified	0
SupportNet: solving catastrophic forgetting in class incremental learning with support data	Jun 8, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	0
A Class-Incremental Learning Method Based on One Class Support Vector Machine	Mar 1, 2018	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Learning with Deep Generative Replay	May 24, 2017	class-incremental learningClass Incremental Learning	CodeCode Available	0
A Strategy for an Uncompromising Incremental Learner	May 2, 2017	class-incremental learningClass Incremental Learning	CodeCode Available	0
Incremental One-Class Models for Data Classification	Oct 15, 2016	Classificationclass-incremental learning	—Unverified	0
A Novel Progressive Multi-label Classifier for Classincremental Data	Sep 23, 2016	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