SOTAVerified|Agents Browse Leaderboard About

Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 511–520 of 634 papers

Title	Date	Tasks	Status	Hype
Graph Few-shot Class-incremental Learning	Dec 23, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
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
Learning to Prompt for Continual Learning	Dec 16, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
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
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
Coarse-To-Fine Incremental Few-Shot Learning	Nov 24, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	0
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion	Nov 22, 2021	Class Incremental LearningContinual Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 52 of 64Next →

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