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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 141–150 of 634 papers

Title	Date	Tasks	Status	Hype
Exploiting Fine-Grained Prototype Distribution for Boosting Unsupervised Class Incremental Learning	Aug 19, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
An Efficient Replay for Class-Incremental Learning with Pre-trained Models	Aug 15, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Towards Effective Authorship Attribution: Integrating Class-Incremental Learning	Aug 12, 2024	Authorship Attributionclass-incremental learning	CodeCode Available	0
AggSS: An Aggregated Self-Supervised Approach for Class-Incremental Learning	Aug 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond	Aug 6, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation	Aug 2, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Multi-Site Class-Incremental Learning with Weighted Experts in Echocardiography	Jul 31, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
PIP: Prototypes-Injected Prompt for Federated Class Incremental Learning	Jul 30, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph Learning	Jul 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation	Jul 27, 2024	Audio Classificationclass-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