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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 541–550 of 634 papers

Title	Date	Tasks	Status	Hype
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