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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 591–600 of 634 papers

Title	Date	Tasks	Status	Hype
DynaMMo: Dynamic Model Merging for Efficient Class Incremental Learning for Medical Images	Apr 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
On Sequential Loss Approximation for Continual Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning	Sep 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
On the importance of cross-task features for class-incremental learning	Jun 22, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
Dynamic Residual Classifier for Class Incremental Learning	Aug 25, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Scalable Learning with Incremental Probabilistic PCA	Dec 20, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Divide and not forget: Ensemble of selectively trained experts in Continual Learning	Jan 18, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning	Oct 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Cognitively-Inspired Model for Incremental Learning Using a Few Examples	Feb 27, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	0
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning	Aug 3, 2023	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