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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 321–330 of 634 papers

Title	Date	Tasks	Status	Hype
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning	Aug 22, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Audio-Visual Class-Incremental Learning	Aug 21, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
A Comprehensive Empirical Evaluation on Online Continual Learning	Aug 20, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning	Aug 18, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Online Class Incremental Learning on Stochastic Blurry Task Boundary via Mask and Visual Prompt Tuning	Aug 18, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning	Aug 18, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning	Aug 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Few-shot Class-incremental Learning for Classification and Object Detection: A Survey	Aug 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural Networks	Aug 9, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
AdaER: An Adaptive Experience Replay Approach for Continual Lifelong Learning	Aug 7, 2023	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