Class Incremental Learning

Papers

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Showing 201–250 of 634 papers

Title	Date	Tasks	Status	Score
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning	May 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning	Mar 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks	Nov 3, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	5
Divide and not forget: Ensemble of selectively trained experts in Continual Learning	Jan 18, 2024	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
Discrete Key-Value Bottleneck	Jul 22, 2022	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
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning	Oct 30, 2023	Anomaly Detectionclass-incremental learning	CodeCode Available	5
Class-Incremental Learning based on Label Generation	Jun 22, 2023	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
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution	Apr 10, 2025	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
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning	Mar 12, 2024	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
Deep Class Incremental Learning from Decentralized Data	Mar 11, 2022	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
PyCIL: A Python Toolbox for Class-Incremental Learning	Dec 23, 2021	BIG-bench Machine 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
Learning Adaptive Embedding Considering Incremental Class	Aug 31, 2020	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
Large Scale Incremental Learning	May 30, 2019	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
CCSI: Continual Class-Specific Impression for Data-free Class Incremental Learning	Jun 9, 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
CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in Robotics	Jul 31, 2023	AI Agentclass-incremental learning	CodeCode Available	5
AdaCL:Adaptive Continual Learning	Mar 23, 2023	Bayesian Optimizationclass-incremental learning	CodeCode Available	5
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning	Jun 1, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
Online Continual Learning with Maximal Interfered Retrieval	Dec 1, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	5
CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental Learning	Jan 13, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation	Sep 16, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning	Jul 16, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Covariance-based Space Regularization for Few-shot Class Incremental Learning	Nov 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Class incremental learning with probability dampening and cascaded gated classifier	Feb 2, 2024	class-incremental 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
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental Learning	Jul 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking	Oct 4, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild	Mar 29, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	5
Initial Classifier Weights Replay for Memoryless Class Incremental Learning	Aug 31, 2020	Allclass-incremental learning	CodeCode Available	5
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting	Mar 26, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
ICICLE: Interpretable Class Incremental Continual Learning	Mar 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Continuous Learning in Single-Incremental-Task Scenarios	Jun 22, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	5
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks	Aug 9, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
Class Incremental Learning with Multi-Teacher Distillation	Jan 1, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Helpful or Harmful: Inter-Task Association in Continual Learning	Oct 23, 2022	Class Incremental LearningContinual Learning	CodeCode Available	5
IL2M: Class Incremental Learning With Dual Memory	Oct 1, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	5
Continual Learning with Deep Generative Replay	May 24, 2017	class-incremental learningClass Incremental Learning	CodeCode Available	5
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task	Jan 1, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Cognitively-Inspired Model for Incremental Learning Using a Few Examples	Feb 27, 2020	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