Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 326–350 of 634 papers

Title	Date	Tasks	Status	Hype
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning	Aug 18, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning	Aug 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Few-shot Class-incremental Learning for Classification and Object Detection: A Survey	Aug 13, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural Networks	Aug 9, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
AdaER: An Adaptive Experience Replay Approach for Continual Lifelong Learning	Aug 7, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Heterogeneous Forgetting Compensation for Class-Incremental Learning	Aug 7, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Class Incremental Learning with Self-Supervised Pre-Training and Prototype Learning	Aug 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning	Aug 3, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants	Aug 3, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in Robotics	Jul 31, 2023	AI Agentclass-incremental learning	CodeCode Available	0
XLDA: Linear Discriminant Analysis for Scaling Continual Learning to Extreme Classification at the Edge	Jul 21, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Proxy Anchor-based Unsupervised Learning for Continuous Generalized Category Discovery	Jul 20, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Active Class Selection for Few-Shot Class-Incremental Learning	Jul 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
S3C: Self-Supervised Stochastic Classifiers for Few-Shot Class-Incremental Learning	Jul 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory	Jul 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Learning using Diffusion Model for Distillation and Replay	Jun 30, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
FedET: A Communication-Efficient Federated Class-Incremental Learning Framework Based on Enhanced Transformer	Jun 27, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Learning based on Label Generation	Jun 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Learnability and Algorithm for Continual Learning	Jun 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Complementary Learning Subnetworks for Parameter-Efficient Class-Incremental Learning	Jun 21, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning	Jun 19, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Multi-View Class Incremental Learning	Jun 16, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Overcoming the Stability Gap in Continual Learning	Jun 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Learning without Forgetting for Vision-Language Models	May 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Prediction Error-based Classification for Class-Incremental Learning	May 30, 2023	Classificationclass-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