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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–360 of 634 papers

Title	Date	Tasks	Status	Hype
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning	Mar 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Hyperparameters in Continual Learning: A Reality Check	Mar 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts	Mar 13, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning	Mar 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
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
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

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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