Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 451–475 of 634 papers

Title	Date	Tasks	Status	Hype
Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer	Aug 7, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Few-Shot Class-Incremental Learning from an Open-Set Perspective	Jul 30, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning	Jul 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay	Jul 22, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Discrete Key-Value Bottleneck	Jul 22, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry	Jul 20, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Susceptibility of Continual Learning Against Adversarial Attacks	Jul 11, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning	Jul 3, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Multi-Granularity Regularized Re-Balancing for Class Incremental Learning	Jun 30, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Hebbian Continual Representation Learning	Jun 28, 2022	BIG-bench Machine Learningclass-incremental learning	—Unverified	0
SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries	Jun 28, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class Impression for Data-free Incremental Learning	Jun 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	0
Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning	Jun 18, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
TKIL: Tangent Kernel Approach for Class Balanced Incremental Learning	Jun 17, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective	Jun 16, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning	Jun 15, 2022	Adversarial Robustnessclass-incremental learning	CodeCode Available	0
Exploring the Open World Using Incremental Extreme Value Machines	May 30, 2022	Class Incremental LearningComputational Efficiency	CodeCode Available	0
Few-shot Class-incremental Learning for 3D Point Cloud Objects	May 30, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
Detecting Unknown DGAs without Context Information	May 30, 2022	AttributeBinary Classification	—Unverified	0
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection	May 30, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation	May 27, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	1
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning	May 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	2
Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning	May 23, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework	May 19, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Few-Shot Class-Incremental Learning for Named Entity Recognition	May 1, 2022	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