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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 611–620 of 634 papers

Title	Date	Tasks	Status	Hype
Class-Incremental Learning via Knowledge Amalgamation	Sep 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Dataset Knowledge Transfer for Class-Incremental Learning without Memory	Oct 16, 2021	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
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning	Mar 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
TACLE: Task and Class-aware Exemplar-free Semi-supervised Class Incremental Learning	Jul 10, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	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
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data	Jun 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class-incremental Learning via Deep Model Consolidation	Mar 19, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	0
CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental Learning	Jan 13, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning	Jul 16, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	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