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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 121–130 of 634 papers

Title	Date	Tasks	Status	Hype
Continual Learning Based on OOD Detection and Task Masking	Mar 17, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Forward Compatible Few-Shot Class-Incremental Learning	Mar 14, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental Learning	Mar 12, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Representation Compensation Networks for Continual Semantic Segmentation	Mar 10, 2022	Class Incremental LearningContinual Learning	CodeCode Available	1
New Insights on Reducing Abrupt Representation Change in Online Continual Learning	Mar 8, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Memory Replay with Data Compression for Continual Learning	Feb 14, 2022	Autonomous Drivingclass-incremental learning	CodeCode Available	1
Graph Few-shot Class-incremental Learning	Dec 23, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Learning to Prompt for Continual Learning	Dec 16, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning	Dec 9, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Class-Incremental Learning via Dual Augmentation	Dec 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1

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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