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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 501–510 of 634 papers

Title	Date	Tasks	Status	Hype
Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning	Nov 2, 2022	Action Recognitionclass-incremental learning	—Unverified	0
Helpful or Harmful: Inter-Task Association in Continual Learning	Oct 23, 2022	Class Incremental LearningContinual Learning	CodeCode Available	0
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains	Oct 13, 2022	Autonomous Drivingclass-incremental learning	—Unverified	0
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER	Oct 10, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
A Memory Transformer Network for Incremental Learning	Oct 10, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Learning with Evolving Class Ontologies	Oct 10, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Multi-stream Fusion for Class Incremental Learning in Pill Image Classification	Oct 5, 2022	Classificationclass-incremental learning	CodeCode Available	0
Learnable Distribution Calibration for Few-Shot Class-Incremental Learning	Oct 1, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation	Sep 16, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Learning for Class- and Domain-Incremental Semantic Segmentation	Sep 16, 2022	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