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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 601–610 of 634 papers

Title	Date	Tasks	Status	Hype
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
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
Multilayer Neuromodulated Architectures for Memory-Constrained Online Continual Learning	Jun 12, 2020	Bayesian Optimizationclass-incremental learning	—Unverified	0
Self-Supervised Learning Aided Class-Incremental Lifelong Learning	Jun 10, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
Generative Feature Replay with Orthogonal Weight Modification for Continual Learning	May 7, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
SS-IL: Separated Softmax for Incremental Learning	Mar 31, 2020	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