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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–260 of 634 papers

Title	Date	Tasks	Status	Hype
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning	Feb 6, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Few-Shot Class-Incremental Learning with Prior Knowledge	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class incremental learning with probability dampening and cascaded gated classifier	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Bias Mitigating Few-Shot Class-Incremental Learning	Feb 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
PL-FSCIL: Harnessing the Power of Prompts for Few-Shot Class-Incremental Learning	Jan 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
INCPrompt: Task-Aware incremental Prompting for Rehearsal-Free Class-incremental Learning	Jan 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Divide and not forget: Ensemble of selectively trained experts in Continual Learning	Jan 18, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Enhanced Few-Shot Class-Incremental Learning via Ensemble Models	Jan 14, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning	Jan 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Learning for Multi-Label Audio Classification	Jan 9, 2024	Audio ClassificationClassification	—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