SOTAVerified|Agents Browse Leaderboard About

Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 401–410 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Leveraging Pre-Trained Models for Multimodal Class-Incremental Learning under Adaptive Fusion	Feb 7, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks	Mar 11, 2022	Activity Recognitionclass-incremental learning	—Unverified	0	0
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization	Oct 5, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Synthesized Feature Based Few-Shot Class-Incremental Learning on a Mixture of Subspaces	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation	May 4, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing	May 20, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Long Live the Lottery: The Existence of Winning Tickets in Lifelong Learning	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
Long-Tail Class Incremental Learning via Independent Sub-prototype Construction	Jan 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Class-Incremental Learning using Diffusion Model for Distillation and Replay	Jun 30, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
A Class-Incremental Learning Method Based on One Class Support Vector Machine	Mar 1, 2018	class-incremental learningClass Incremental Learning	—Unverified	0	0

Show:10 25 50

← PrevPage 41 of 64Next →

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