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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 421–430 of 634 papers

Title	Date	Tasks	Status	Hype
Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning	Sep 6, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis	Aug 29, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
GRASP: A Rehearsal Policy for Efficient Online Continual Learning	Aug 25, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Dynamic Residual Classifier for Class Incremental Learning	Aug 25, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery	Aug 23, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning	Aug 22, 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
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning	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