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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 231–240 of 634 papers

Title	Date	Tasks	Status	Hype
Improving Continual Learning Performance and Efficiency with Auxiliary Classifiers	Mar 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
FeTrIL++: Feature Translation for Exemplar-Free Class-Incremental Learning with Hill-Climbing	Mar 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning	Mar 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
CEAT: Continual Expansion and Absorption Transformer for Non-Exemplar Class-Incremental Learning	Mar 11, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets	Mar 10, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Probing Image Compression For Class-Incremental Learning	Mar 10, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
DiffClass: Diffusion-Based Class Incremental Learning	Mar 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning	Mar 7, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Adaptive Discovering and Merging for Incremental Novel Class Discovery	Mar 6, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Open-world Machine Learning: A Review and New Outlooks	Mar 4, 2024	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