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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 581–590 of 634 papers

Title	Date	Tasks	Status	Hype
Class-incremental Learning with Pre-allocated Fixed Classifiers	Oct 16, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	0
Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction	May 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers	Jan 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Efficient Lifelong Learning with A-GEM	Dec 2, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class Incremental Learning with Multi-Teacher Distillation	Jan 1, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution	Mar 19, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
Online Class-Incremental Learning For Real-World Food Image Classification	Jan 12, 2023	Classificationclass-incremental learning	CodeCode Available	0
DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental Learning	Jan 1, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Online Continual Learning with Maximal Interfered Retrieval	Dec 1, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	0
Gradient based sample selection for online continual learning	Mar 20, 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