Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 634 papers

Title	Date	Tasks	Status	Hype
MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning	Dec 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	4
External Knowledge Injection for CLIP-Based Class-Incremental Learning	Mar 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	2
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion	Jul 19, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2
Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models	Jul 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners	Apr 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning	Mar 18, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	2
Class-incremental Learning for Time Series: Benchmark and Evaluation	Feb 19, 2024	Activity RecognitionBenchmarking	CodeCode Available	2
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox	Sep 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	2
Class-Incremental Learning: A Survey	Feb 7, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	2
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning	May 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	2
Supervised Contrastive Learning	Apr 23, 2020	Class Incremental LearningContrastive Learning	CodeCode Available	2
Three scenarios for continual learning	Apr 15, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	2
Learning without Forgetting	Jun 29, 2016	Class Incremental LearningContinual Learning	CodeCode Available	2
CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning	May 30, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
PrePrompt: Predictive prompting for class incremental learning	May 13, 2025	Classifier calibrationclass-incremental learning	CodeCode Available	1
Adaptive Decision Boundary for Few-Shot Class-Incremental Learning	Apr 15, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training	Apr 11, 2025	3D geometryclass-incremental learning	CodeCode Available	1
Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds	Mar 22, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning	Mar 13, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning	Mar 7, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
Task-Agnostic Guided Feature Expansion for Class-Incremental Learning	Mar 2, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping	Feb 27, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
Navigating Semantic Drift in Task-Agnostic Class-Incremental Learning	Feb 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning	Jan 9, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	1
MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification	Jan 2, 2025	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