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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 581–590 of 634 papers

Title	Date	Tasks	Status	Hype
RODEO: Replay for Online Object Detection	Aug 14, 2020	Class Incremental LearningContinual Learning	CodeCode Available	1
Brain-inspired replay for continual learning with artificial neural networks	Aug 13, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	1
Continual Class Incremental Learning for CT Thoracic Segmentation	Aug 12, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
Memory Efficient Class-Incremental Learning for Image Classification	Aug 4, 2020	Classificationclass-incremental learning	—Unverified	0
Topology-Preserving Class-Incremental Learning	Aug 1, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
GDumb: A Simple Approach that Questions Our Progress in Continual Learning	Aug 1, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	1
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning	Jul 16, 2020	Bayesian OptimizationClass Incremental Learning	—Unverified	0
SpaceNet: Make Free Space For Continual Learning	Jul 15, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	0
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning	Jun 28, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
Insights from the Future for Continual Learning	Jun 24, 2020	Class Incremental LearningContinual Learning	CodeCode Available	1

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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