Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–325 of 634 papers

Title	Date	Tasks	Status	Hype
Aggregated f-average Neural Network for Interpretable Ensembling	Oct 9, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning	Oct 5, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization	Oct 5, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Hadamard Domain Training with Integers for Class Incremental Quantized Learning	Oct 5, 2023	Activity Recognitionclass-incremental learning	—Unverified	0
Continual Contrastive Spoken Language Understanding	Oct 4, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking	Oct 4, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Elephant Neural Networks: Born to Be a Continual Learner	Oct 2, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class Incremental Learning via Likelihood Ratio Based Task Prediction	Sep 26, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning	Sep 25, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Multivariate Prototype Representation for Domain-Generalized Incremental Learning	Sep 24, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox	Sep 13, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	2
MultIOD: Rehearsal-free Multihead Incremental Object Detector	Sep 11, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Class-Incremental Grouping Network for Continual Audio-Visual Learning	Sep 11, 2023	audio-visual learningclass-incremental learning	CodeCode Available	1
Prompt Learning With Knowledge Memorizing Prototypes For Generalized Few-Shot Intent Detection	Sep 10, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning	Sep 6, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis	Aug 29, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
GRASP: A Rehearsal Policy for Efficient Online Continual Learning	Aug 25, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Dynamic Residual Classifier for Class Incremental Learning	Aug 25, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
Masked Autoencoders are Efficient Class Incremental Learners	Aug 24, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery	Aug 23, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	0
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning	Aug 22, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Audio-Visual Class-Incremental Learning	Aug 21, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
A Comprehensive Empirical Evaluation on Online Continual Learning	Aug 20, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning	Aug 18, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Online Class Incremental Learning on Stochastic Blurry Task Boundary via Mask and Visual Prompt Tuning	Aug 18, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1

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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