Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 526–550 of 634 papers

Title	Date	Tasks	Status	Hype
Subspace Regularizers for Few-Shot Class Incremental Learning	Oct 13, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks	Oct 11, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
Modeling Unknown Semantic Labels as Uncertainty in the Prediction: Evidential Deep Learning for Class-Incremental Semantic Segmentation	Sep 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Wakening Past Concepts without Past Data: Class-incremental Learning from Placebos	Sep 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Learning Using Pseudo-Replay via Latent Space Sampling	Sep 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Class incremental learning for video action classification	Sep 19, 2021	Action ClassificationAction Recognition In Videos	—Unverified	0
Memory-Free Generative Replay For Class-Incremental Learning	Sep 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
Federated Reconnaissance: Efficient, Distributed, Class-Incremental Learning	Sep 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Co-Transport for Class-Incremental Learning	Jul 27, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Revisiting Catastrophic Forgetting in Class Incremental Learning	Jul 26, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning	Jul 19, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification	Jul 9, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network	Jul 3, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
When Video Classification Meets Incremental Classes	Jun 30, 2021	Classificationclass-incremental learning	—Unverified	0
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation	Jun 29, 2021	Class Incremental LearningContinual Learning	CodeCode Available	1
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning	Jun 22, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
On the importance of cross-task features for class-incremental learning	Jun 22, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
Dual-Teacher Class-Incremental Learning With Data-Free Generative Replay	Jun 17, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning	Jun 17, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Knowledge Consolidation based Class Incremental Online Learning with Limited Data	Jun 12, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Generative Feature-driven Image Replay for Continual Learning	Jun 9, 2021	Class Incremental LearningContinual Learning	—Unverified	0
Energy Aligning for Biased Models	Jun 7, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Learning for Wireless Device Identification in IoT	May 8, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Class-Incremental Learning with Generative Classifiers	Apr 20, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Continual Learning with Fully Probabilistic Models	Apr 19, 2021	Boundary Detectionclass-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