Class Incremental Learning

Papers

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Showing 176–200 of 634 papers

Title	Date	Tasks	Status	Score
Class-Incremental Learning via Knowledge Amalgamation	Sep 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
Activating Sparse Part Concepts for 3D Class Incremental Learning	Jan 1, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
Class-incremental Learning via Deep Model Consolidation	Mar 19, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	5
A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets	Mar 10, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
A Strategy for an Uncompromising Incremental Learner	May 2, 2017	class-incremental learningClass Incremental Learning	CodeCode Available	5
MIND: Multi-Task Incremental Network Distillation	Dec 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks	Oct 11, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	5
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning	May 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning	Oct 30, 2023	Anomaly Detectionclass-incremental learning	CodeCode Available	5
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning	Mar 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution	Apr 10, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
Memory-Free Generative Replay For Class-Incremental Learning	Sep 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	5
Enhancing Robustness in Incremental Learning with Adversarial Training	Dec 6, 2023	Adversarial Robustnessclass-incremental learning	CodeCode Available	5
Class-Incremental Learning based on Label Generation	Jun 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges	Nov 22, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Class Balance Matters to Active Class-Incremental Learning	Dec 9, 2024	Active Learningclass-incremental learning	CodeCode Available	5
Class Impression for Data-free Incremental Learning	Jun 26, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
Learning a Unified Classifier Incrementally via Rebalancing	Jun 1, 2019	Class Incremental LearningIncremental Learning	CodeCode Available	5
Deep Class Incremental Learning from Decentralized Data	Mar 11, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis	Sep 4, 2019	BIG-bench Machine Learningclass-incremental learning	CodeCode Available	5
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental Segmentation	Feb 7, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
Dataset Knowledge Transfer for Class-Incremental Learning without Memory	Oct 16, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	5
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data	Jun 7, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning	Nov 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning	Jun 19, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5

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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