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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–160 of 634 papers

Title	Date	Tasks	Status	Hype
Constructing Enhanced Mutual Information for Online Class-Incremental Learning	Jul 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning	Jul 22, 2024	Class Incremental LearningContinual Learning	—Unverified	0
A Life-long Learning Intrusion Detection System for 6G-Enabled IoV	Jul 22, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion	Jul 19, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2
PASS++: A Dual Bias Reduction Framework for Non-Exemplar Class-Incremental Learning	Jul 19, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify Inference	Jul 19, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Addressing Imbalance for Class Incremental Learning in Medical Image Classification	Jul 18, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Mitigating Background Shift in Class-Incremental Semantic Segmentation	Jul 16, 2024	Class Incremental LearningClass-Incremental Semantic Segmentation	CodeCode Available	1
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning	Jul 16, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Overcoming Catastrophic Forgetting in Federated Class-Incremental Learning via Federated Global Twin Generator	Jul 13, 2024	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