Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 376–400 of 634 papers

Title	Date	Tasks	Status	Hype
Towards Open Temporal Graph Neural Networks	Mar 27, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Forget-free Continual Learning with Soft-Winning SubNetworks	Mar 27, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Two-level Graph Network for Few-Shot Class-Incremental Learning	Mar 24, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Exemplar Compression for Class-Incremental Learning	Mar 24, 2023	Bilevel Optimizationclass-incremental learning	CodeCode Available	1
AdaCL:Adaptive Continual Learning	Mar 23, 2023	Bayesian Optimizationclass-incremental learning	CodeCode Available	0
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning	Mar 23, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Dense Network Expansion for Class Incremental Learning	Mar 22, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Steering Prototypes with Prompt-tuning for Rehearsal-free Continual Learning	Mar 16, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning	Mar 14, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
ICICLE: Interpretable Class Incremental Continual Learning	Mar 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need	Mar 13, 2023	Allclass-incremental learning	CodeCode Available	1
PromptFusion: Decoupling Stability and Plasticity for Continual Learning	Mar 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models	Mar 12, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Multimodal Parameter-Efficient Few-Shot Class Incremental Learning	Mar 8, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Knowledge Restore and Transfer for Multi-label Class-Incremental Learning	Feb 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Detachedly Learn a Classifier for Class-Incremental Learning	Feb 23, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning	Feb 16, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
SCLIFD:Supervised Contrastive Knowledge Distillation for Incremental Fault Diagnosis under Limited Fault Data	Feb 12, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Learning: A Survey	Feb 7, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	2
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental Learning	Feb 6, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Avalanche: A PyTorch Library for Deep Continual Learning	Feb 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
No One Left Behind: Real-World Federated Class-Incremental Learning	Feb 2, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning	Feb 2, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Class-Incremental Learning with Repetition	Jan 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental Learning	Jan 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1

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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