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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
PlaStIL: Plastic and Stable Memory-Free Class-Incremental Learning	Sep 14, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Learning via Knowledge Amalgamation	Sep 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Reinforced Continual Learning for Graphs	Sep 4, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning	Aug 17, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Memorizing Complementation Network for Few-Shot Class-Incremental Learning	Aug 11, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks	Aug 9, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring	Aug 8, 2022	Classificationclass-incremental learning	—Unverified	0
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning	Jul 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Discrete Key-Value Bottleneck	Jul 22, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay	Jul 22, 2022	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