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Class Incremental Learning

Papers

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Showing 626–634 of 634 papers

Title	Date	Tasks	Status	Hype
Class-Incremental Learning based on Label Generation	Jun 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class Impression for Data-free Incremental Learning	Jun 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
PromptFusion: Decoupling Stability and Plasticity for Continual Learning	Mar 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning	Nov 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning	Jan 29, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning	May 29, 2023	Allclass-incremental learning	CodeCode Available	0
SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries	Jun 28, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks	Aug 9, 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