Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 634 papers

Title	Date	Tasks	Status	Score
Large Scale Incremental Learning	May 30, 2019	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
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning	Jun 1, 2025	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
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning	Feb 6, 2024	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
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild	Mar 29, 2019	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
IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental Segmentation	Feb 7, 2025	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
Activating Sparse Part Concepts for 3D Class Incremental Learning	Jan 1, 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
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
Continual Learning with Deep Generative Replay	May 24, 2017	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
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery	Aug 23, 2023	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
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning	Jun 19, 2023	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
Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify Inference	Jul 19, 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
Fine-Grained Knowledge Selection and Restoration for Non-Exemplar Class Incremental Learning	Dec 20, 2023	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
Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation	Jan 14, 2025	Active 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