Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 576–600 of 634 papers

Title	Date	Tasks	Status
Extending Pretrained Segmentation Networks with Additional Anatomical Structures	Nov 12, 2018	class-incremental learningClass Incremental Learning	CodeCode Available
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning	Dec 16, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Exploring the Open World Using Incremental Extreme Value Machines	May 30, 2022	Class Incremental LearningComputational Efficiency	CodeCode Available
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning	Feb 16, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
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
Class-incremental Learning with Pre-allocated Fixed Classifiers	Oct 16, 2020	class-incremental learningClass Incremental Learning	CodeCode Available
Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction	May 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers	Jan 5, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Efficient Lifelong Learning with A-GEM	Dec 2, 2018	class-incremental learningClass Incremental Learning	CodeCode Available
Class Incremental Learning with Multi-Teacher Distillation	Jan 1, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution	Mar 19, 2025	class-incremental learningClass Incremental Learning	CodeCode Available
Online Class-Incremental Learning For Real-World Food Image Classification	Jan 12, 2023	Classificationclass-incremental learning	CodeCode Available
DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental Learning	Jan 1, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Online Continual Learning with Maximal Interfered Retrieval	Dec 1, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
Gradient based sample selection for online continual learning	Mar 20, 2019	class-incremental learningClass Incremental Learning	CodeCode Available
DynaMMo: Dynamic Model Merging for Efficient Class Incremental Learning for Medical Images	Apr 22, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
On Sequential Loss Approximation for Continual Learning	May 26, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning	Sep 11, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
On the importance of cross-task features for class-incremental learning	Jun 22, 2021	class-incremental learningClass Incremental Learning	CodeCode Available
Dynamic Residual Classifier for Class Incremental Learning	Aug 25, 2023	class-incremental learningClass Incremental Learning	CodeCode Available
Scalable Learning with Incremental Probabilistic PCA	Dec 20, 2022	class-incremental learningClass Incremental Learning	CodeCode Available
Divide and not forget: Ensemble of selectively trained experts in Continual Learning	Jan 18, 2024	class-incremental learningClass Incremental Learning	CodeCode Available
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning	Oct 5, 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
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning	Aug 3, 2023	class-incremental learningClass Incremental 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