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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 551–560 of 634 papers

Title	Date	Tasks	Status	Hype
A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning	Feb 1, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning	Jan 29, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
vCLIMB: A Novel Video Class Incremental Learning Benchmark	Jan 23, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers	Jan 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Bring Evanescent Representations to Life in Lifelong Class Incremental Learning	Jan 1, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning	Jan 1, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
PyCIL: A Python Toolbox for Class-Incremental Learning	Dec 23, 2021	BIG-bench Machine Learningclass-incremental learning	—Unverified	0
DILF-EN framework for Class-Incremental Learning	Dec 23, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Improving Vision Transformers for Incremental Learning	Dec 12, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Concept Representation Learning with Contrastive Self-Supervised Learning	Dec 10, 2021	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