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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–310 of 634 papers

Title	Date	Tasks	Status	Hype
Aggregated f-average Neural Network for Interpretable Ensembling	Oct 9, 2023	class-incremental learningClass Incremental Learning	—Unverified	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
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization	Oct 5, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Hadamard Domain Training with Integers for Class Incremental Quantized Learning	Oct 5, 2023	Activity Recognitionclass-incremental learning	—Unverified	0
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking	Oct 4, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Continual Contrastive Spoken Language Understanding	Oct 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Elephant Neural Networks: Born to Be a Continual Learner	Oct 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class Incremental Learning via Likelihood Ratio Based Task Prediction	Sep 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning	Sep 25, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Multivariate Prototype Representation for Domain-Generalized Incremental Learning	Sep 24, 2023	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