Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 551–575 of 634 papers

Title	Date	Tasks	Status	Hype
Unsupervised Class-Incremental Learning Through Confusion	Apr 9, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Few-Shot Incremental Learning with Continually Evolved Classifiers	Apr 7, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning	Apr 6, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers	Apr 4, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Avalanche: an End-to-End Library for Continual Learning	Apr 1, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
DER: Dynamically Expandable Representation for Class Incremental Learning	Mar 31, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
ClaRe: Practical Class Incremental Learning By Remembering Previous Class Representations	Mar 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Incrementally Zero-Shot Detection by an Extreme Value Analyzer	Mar 23, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Balanced softmax cross-entropy for incremental learning with and without memory	Mar 23, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning	Mar 22, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning	Mar 6, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Distilling Causal Effect of Data in Class-Incremental Learning	Mar 2, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Essentials for Class Incremental Learning	Feb 18, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Adversarial Targeted Forgetting in Regularization and Generative Based Continual Learning Models	Feb 16, 2021	Backdoor Attackclass-incremental learning	—Unverified	0
Learning Invariant Representation for Continual Learning	Jan 15, 2021	class-incremental learningClass Incremental Learning	CodeCode Available	1
Striking a Balance Between Stability and Plasticity for Class-Incremental Learning	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Synthesized Feature Based Few-Shot Class-Incremental Learning on a Mixture of Subspaces	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Incremental few-shot learning via vector quantization in deep embedded space	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Long Live the Lottery: The Existence of Winning Tickets in Lifelong Learning	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
IIRC: Incremental Implicitly-Refined Classification	Dec 23, 2020	Classificationclass-incremental learning	CodeCode Available	1
Class-incremental Learning with Rectified Feature-Graph Preservation	Dec 15, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	0
PLOP: Learning without Forgetting for Continual Semantic Segmentation	Nov 23, 2020	Class Incremental LearningContinual Learning	CodeCode Available	1
A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks	Nov 3, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
Class-incremental learning: survey and performance evaluation on image classification	Oct 28, 2020	class-incremental learningClass Incremental Learning	—Unverified	0
Class-incremental Learning with Pre-allocated Fixed Classifiers	Oct 16, 2020	class-incremental learningClass Incremental Learning	CodeCode Available	0

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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