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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 331–340 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Continual Class Incremental Learning for CT Thoracic Segmentation	Aug 12, 2020	class-incremental learningClass Incremental Learning	—Unverified	0	0
GRASP: A Rehearsal Policy for Efficient Online Continual Learning	Aug 25, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Hadamard Domain Training with Integers for Class Incremental Quantized Learning	Oct 5, 2023	Activity Recognitionclass-incremental learning	—Unverified	0	0
Hard ASH: Sparsity and the right optimizer make a continual learner	Apr 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning	Jun 4, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
HCIL: Hierarchical Class Incremental Learning for Longline Fishing Visual Monitoring	Feb 25, 2022	Classificationclass-incremental learning	—Unverified	0	0
Hebbian Continual Representation Learning	Jun 28, 2022	BIG-bench Machine Learningclass-incremental learning	—Unverified	0	0
Adaptive Discovering and Merging for Incremental Novel Class Discovery	Mar 6, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Constructing Enhanced Mutual Information for Online Class-Incremental Learning	Jul 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning	Oct 20, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	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