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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 511–520 of 634 papers

Title	Date	Tasks	Status	Hype
Video Domain Incremental Learning for Human Action Recognition in Home Environments	Dec 22, 2024	Action Recognitionclass-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
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos	Oct 24, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
When Video Classification Meets Incremental Classes	Jun 30, 2021	Classificationclass-incremental learning	—Unverified	0
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings	Oct 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks	Oct 11, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
Learning a Unified Classifier Incrementally via Rebalancing	Jun 1, 2019	Class Incremental LearningIncremental Learning	CodeCode Available	0
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for Systematic Input Recognition	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Learning Adaptive Embedding Considering Incremental Class	Aug 31, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	0
Large Scale Incremental Learning	May 30, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	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