Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 501–550 of 634 papers

Title	Date	Tasks	Status
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental Segmentation	Feb 7, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
Preserving Locality in Vision Transformers for Class Incremental Learning	Apr 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Class incremental learning with probability dampening and cascaded gated classifier	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking	Feb 18, 2025	Activity Recognitionclass-incremental learning	CodeCode Available
Compositional Few-Shot Class-Incremental Learning	May 27, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Rebalancing Batch Normalization for Exemplar-based Class-Incremental Learning	Jan 29, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings	Oct 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning	May 29, 2023	Allclass-incremental learning	CodeCode Available
Initial Classifier Weights Replay for Memoryless Class Incremental Learning	Aug 31, 2020	Allclass-incremental learning	CodeCode Available
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning	Jun 19, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning	Jun 1, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
PromptFusion: Decoupling Stability and Plasticity for Continual Learning	Mar 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Large Scale Incremental Learning	May 30, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries	Jun 28, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Similarity-based context aware continual learning for spiking neural networks	Oct 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental Learning	Jul 12, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Active Class Selection for Few-Shot Class-Incremental Learning	Jul 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for Systematic Input Recognition	Nov 30, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Coarse-To-Fine Incremental Few-Shot Learning	Nov 24, 2021	class-incremental learningClass Incremental Learning	CodeCode Available
Dealing with Cross-Task Class Discrimination in Online Continual Learning	May 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Learning Adaptive Embedding Considering Incremental Class	Aug 31, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
Learning a Unified Classifier Incrementally via Rebalancing	Jun 1, 2019	Class Incremental LearningIncremental Learning	CodeCode Available
Triple Memory Networks: a Brain-Inspired Method for Continual Learning	Mar 6, 2020	Attributeclass-incremental learning	CodeCode Available
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild	Mar 29, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
PyCIL: A Python Toolbox for Class-Incremental Learning	Dec 23, 2021	BIG-bench Machine Learningclass-incremental learning	CodeCode Available
Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness	Mar 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning	Jun 15, 2022	Adversarial Robustnessclass-incremental learning	CodeCode Available
IL2M: Class Incremental Learning With Dual Memory	Oct 1, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning	Apr 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
ICICLE: Interpretable Class Incremental Continual Learning	Mar 14, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting	Mar 26, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
Helpful or Harmful: Inter-Task Association in Continual Learning	Oct 23, 2022	Class Incremental LearningContinual Learning	CodeCode Available
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models	Dec 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision	Apr 7, 2025	Attributeclass-incremental learning	CodeCode Available
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task	Jan 1, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Cognitively-Inspired Model for Incremental Learning Using a Few Examples	Feb 27, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
Soft-TransFormers for Continual Learning	Nov 25, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery	Aug 23, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis	Sep 4, 2019	BIG-bench Machine Learningclass-incremental learning	CodeCode Available
SpaceNet: Make Free Space For Continual Learning	Jul 15, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection	May 30, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning	Aug 3, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Active Class Incremental Learning for Imbalanced Datasets	Aug 25, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph Learning	Jul 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning	Oct 30, 2023	Anomaly Detectionclass-incremental learning	CodeCode Available
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution	Apr 10, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
Avalanche: A PyTorch Library for Deep Continual Learning	Feb 2, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor	Oct 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning	Jul 22, 2024	Class Incremental LearningContinual Learning	CodeCode Available

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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