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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 421–430 of 634 papers

Title	Date	Tasks	Status	Hype
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning	Dec 16, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Evidential Deep Learning for Class-Incremental Semantic Segmentation	Dec 6, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
DA-CIL: Towards Domain Adaptive Class-Incremental 3D Object Detection	Dec 5, 2022	3D Object Detectionclass-incremental learning	—Unverified	0
Continual Learning with Optimal Transport based Mixture Model	Nov 30, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Learning to Learn: How to Continuously Teach Humans and Machines	Nov 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning	Nov 23, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding	Nov 15, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Prototypical quadruplet for few-shot class incremental learning	Nov 5, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
A Theoretical Study on Solving Continual Learning	Nov 4, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning	Nov 2, 2022	Action Recognitionclass-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