Class Incremental Learning

Papers

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Showing 251–300 of 634 papers

Title	Date	Tasks	Status	Score
Memory-Free Generative Replay For Class-Incremental Learning	Sep 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	5
On Sequential Loss Approximation for Continual Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Class-Incremental Learning with Repetition	Jan 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers	Jan 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify Inference	Jul 19, 2024	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
Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning	Oct 30, 2023	Anomaly Detectionclass-incremental learning	CodeCode Available	5
Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation	Jan 14, 2025	Active Learningclass-incremental learning	CodeCode Available	5
Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning	Sep 11, 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
Constructing Sample-to-Class Graph for Few-Shot Class-Incremental Learning	Oct 31, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Few-shot Tuning of Foundation Models for Class-incremental Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition	Apr 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection	May 30, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking	Feb 18, 2025	Activity Recognitionclass-incremental learning	CodeCode Available	5
Few-Shot Class Incremental Learning via Robust Transformer Approach	May 8, 2024	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
Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay	Jul 22, 2022	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
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning	Jun 1, 2025	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
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild	Mar 29, 2019	class-incremental learningClass Incremental Learning	CodeCode Available	5
IL2M: Class Incremental Learning With Dual Memory	Oct 1, 2019	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
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
Initial Classifier Weights Replay for Memoryless Class Incremental Learning	Aug 31, 2020	Allclass-incremental learning	CodeCode Available	5
Coarse-To-Fine Incremental Few-Shot Learning	Nov 24, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	5
Dealing with Cross-Task Class Discrimination in Online Continual Learning	May 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning	Apr 11, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	5
GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision	Apr 7, 2025	Attributeclass-incremental learning	CodeCode Available	5
Helpful or Harmful: Inter-Task Association in Continual Learning	Oct 23, 2022	Class Incremental LearningContinual Learning	CodeCode Available	5
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning	Aug 3, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Compositional Few-Shot Class-Incremental Learning	May 27, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness	Mar 22, 2024	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
Avalanche: A PyTorch Library for Deep Continual Learning	Feb 2, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery	Aug 23, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning	Jul 22, 2024	Class Incremental LearningContinual Learning	CodeCode Available	5
Feature Expansion and enhanced Compression for Class Incremental Learning	May 13, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
FTF-ER: Feature-Topology Fusion-Based Experience Replay Method for Continual Graph Learning	Jul 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor	Oct 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Few-Shot Class-Incremental Learning with Prior Knowledge	Feb 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Extending Pretrained Segmentation Networks with Additional Anatomical Structures	Nov 12, 2018	class-incremental learningClass Incremental Learning	CodeCode Available	5
Exploring the Open World Using Incremental Extreme Value Machines	May 30, 2022	Class Incremental LearningComputational Efficiency	CodeCode Available	5
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding	Nov 15, 2022	class-incremental learningClass Incremental Learning	CodeCode Available	5
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts	Mar 13, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	5
Active Class Selection for Few-Shot Class-Incremental Learning	Jul 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Fine-Grained Knowledge Selection and Restoration for Non-Exemplar Class Incremental Learning	Dec 20, 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