Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 601–625 of 634 papers

Title	Date	Tasks	Status
Continual Class Incremental Learning for CT Thoracic Segmentation	Aug 12, 2020	class-incremental learningClass Incremental Learning	—Unverified
Memory Efficient Class-Incremental Learning for Image Classification	Aug 4, 2020	Classificationclass-incremental learning	—Unverified
Topology-Preserving Class-Incremental Learning	Aug 1, 2020	class-incremental learningClass Incremental Learning	—Unverified
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning	Jul 16, 2020	Bayesian OptimizationClass Incremental Learning	—Unverified
SpaceNet: Make Free Space For Continual Learning	Jul 15, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
MgSvF: Multi-Grained Slow vs. Fast Framework for Few-Shot Class-Incremental Learning	Jun 28, 2020	class-incremental learningClass Incremental Learning	—Unverified
Multilayer Neuromodulated Architectures for Memory-Constrained Online Continual Learning	Jun 12, 2020	Bayesian Optimizationclass-incremental learning	—Unverified
Self-Supervised Learning Aided Class-Incremental Lifelong Learning	Jun 10, 2020	class-incremental learningClass Incremental Learning	—Unverified
Generative Feature Replay with Orthogonal Weight Modification for Continual Learning	May 7, 2020	class-incremental learningClass Incremental Learning	—Unverified
SS-IL: Separated Softmax for Incremental Learning	Mar 31, 2020	class-incremental learningClass Incremental Learning	—Unverified
Triple Memory Networks: a Brain-Inspired Method for Continual Learning	Mar 6, 2020	Attributeclass-incremental learning	CodeCode Available
Cognitively-Inspired Model for Incremental Learning Using a Few Examples	Feb 27, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
Adversarial Incremental Learning	Jan 30, 2020	class-incremental learningClass Incremental Learning	—Unverified
ScaIL: Classifier Weights Scaling for Class Incremental Learning	Jan 16, 2020	AI Agentclass-incremental learning	—Unverified
Online Continual Learning with Maximal Interfered Retrieval	Dec 1, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
IL2M: Class Incremental Learning With Dual Memory	Oct 1, 2019	class-incremental learningClass Incremental Learning	—Unverified
Neural Architecture Search for Class-incremental Learning	Sep 14, 2019	AutoMLclass-incremental learning	—Unverified
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis	Sep 4, 2019	BIG-bench Machine Learningclass-incremental learning	CodeCode Available
Incremental Concept Learning via Online Generative Memory Recall	Jul 5, 2019	class-incremental learningClass Incremental Learning	—Unverified
Learning a Unified Classifier Incrementally via Rebalancing	Jun 1, 2019	Class Incremental LearningIncremental Learning	CodeCode Available
Large Scale Incremental Learning	May 30, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
Label Mapping Neural Networks with Response Consolidation for Class Incremental Learning	May 20, 2019	class-incremental learningClass Incremental Learning	—Unverified
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild	Mar 29, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
Gradient based sample selection for online continual learning	Mar 20, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
Class-incremental Learning via Deep Model Consolidation	Mar 19, 2019	class-incremental learningClass Incremental Learning	CodeCode Available

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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