Long-tail Learning

Long-tailed learning, one of the most challenging problems in visual recognition, aims to train well-performing models from a large number of images that follow a long-tailed class distribution.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 131 papers

Title	Date	Tasks	Status	Hype
Norm-guided latent space exploration for text-to-image generation	Jun 14, 2023	Image GenerationLong-tail Learning	CodeCode Available	1
On the Effectiveness of Out-of-Distribution Data in Self-Supervised Long-Tail Learning	Jun 8, 2023	Long-tail LearningRepresentation Learning	CodeCode Available	1
Data Augmentation for Improving Tail-traffic Robustness in Skill-routing for Dialogue Systems	Jun 7, 2023	Data AugmentationDecoder	—Unverified	0
Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions	May 15, 2023	Long-tail Learning	CodeCode Available	1
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition	May 8, 2023	Long-tail Learning	CodeCode Available	1
Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels	May 2, 2023	Contrastive Learningimage-classification	CodeCode Available	1
Improving Image Recognition by Retrieving from Web-Scale Image-Text Data	Apr 11, 2023	Image ClassificationLearning with noisy labels	—Unverified	0
Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual Manifolds	Mar 22, 2023	ClassificationFairness	CodeCode Available	1
Pseudo Labels Regularization for Imbalanced Partial-Label Learning	Mar 6, 2023	Long-tail LearningPartial Label Learning	—Unverified	0
Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset	Feb 19, 2023	Long-tail Learningopen-set classification	CodeCode Available	1
CUDA: Curriculum of Data Augmentation for Long-Tailed Recognition	Feb 10, 2023	Data AugmentationLong-tail Learning	CodeCode Available	1
Delving Deep into Simplicity Bias for Long-Tailed Image Recognition	Feb 7, 2023	Long-tail LearningSelf-Supervised Learning	—Unverified	0
Weight-guided class complementing for long-tailed image recognition	Feb 3, 2023	Long-tail Learning	—Unverified	0
Revisiting Long-tailed Image Classification: Survey and Benchmarks with New Evaluation Metrics	Feb 3, 2023	image-classificationImage Classification	—Unverified	0
Learning Prototype Classifiers for Long-Tailed Recognition	Feb 1, 2023	Long-tail Learning	CodeCode Available	0
Class-Conditional Sharpness-Aware Minimization for Deep Long-Tailed Recognition	Jan 1, 2023	Long-tail Learning	CodeCode Available	1
Modeling the Distributional Uncertainty for Salient Object Detection Models	Jan 1, 2023	Long-tail LearningObject	—Unverified	0
Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data	Dec 28, 2022	Long-tail Learning	CodeCode Available	1
Learning Imbalanced Data with Vision Transformers	Dec 5, 2022	Long-tail Learning	CodeCode Available	1
Leveraging Angular Information Between Feature and Classifier for Long-tailed Learning: A Prediction Reformulation Approach	Dec 3, 2022	Long-tail Learning	—Unverified	0
Supervised Contrastive Learning on Blended Images for Long-tailed Recognition	Nov 22, 2022	Contrastive LearningData Augmentation	—Unverified	0
SAFA: Sample-Adaptive Feature Augmentation for Long-Tailed Image Classification	Nov 6, 2022	image-classificationImage Classification	—Unverified	0
LPT: Long-tailed Prompt Tuning for Image Classification	Oct 3, 2022	Classificationimage-classification	CodeCode Available	1
Generalized Parametric Contrastive Learning	Sep 26, 2022	Contrastive LearningDomain Generalization	CodeCode Available	2
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems	Sep 15, 2022	Domain GeneralizationFine-Grained Image Classification	CodeCode Available	0

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All datasets ImageNet-LT CIFAR-100-LT (ρ=100)CIFAR-10-LT (ρ=10)iNaturalist 2018 CIFAR-100-LT (ρ=10)Places-LT CIFAR-10-LT (ρ=100)CIFAR-100-LT (ρ=50)MIMIC-CXR-LT NIH-CXR-LT COCO-MLT VOC-MLT

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	LIFT (ViT-L/14)	Top-1 Accuracy	82.9	—	Unverified
2	µ2Net+ (ViT-L/16)	Top-1 Accuracy	82.5	—	Unverified
3	MAM (ViT-B/16)	Top-1 Accuracy	82.3	—	Unverified
4	LIFT (ViT-B/16)	Top-1 Accuracy	78.3	—	Unverified
5	VL-LTR (ViT-B-16)	Top-1 Accuracy	77.2	—	Unverified
6	BALLAD(ResNet-50×16)	Top-1 Accuracy	76.5	—	Unverified
7	BALLAD(ViT-B-16)	Top-1 Accuracy	75.7	—	Unverified
8	BALLAD(ResNet-101)	Top-1 Accuracy	70.5	—	Unverified
9	VL-LTR (ResNet-50)	Top-1 Accuracy	70.1	—	Unverified
10	BALLAD(ResNet-50)	Top-1 Accuracy	67.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Cross-Entropy (CE)	Error Rate	62.75	—	Unverified
2	Cross-Entropy (CE)	Error Rate	61.68	—	Unverified
3	IBLLoss	Error Rate	61.52	—	Unverified
4	Cross-Entropy + Curvature Regularization	Error Rate	59.5	—	Unverified
5	CE-DRW	Error Rate	58.9	—	Unverified
6	LDAM-DRW	Error Rate	57.96	—	Unverified
7	ELP	Error Rate	57.6	—	Unverified
8	CDB-loss	Error Rate	57.43	—	Unverified
9	CE-DRW-IC	Error Rate	56.9	—	Unverified
10	LDAM-DRW + SSP	Error Rate	56.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RISDA	Error Rate	20.11	—	Unverified
2	Empirical Risk Minimization (ERM, CE)	Error Rate	13.61	—	Unverified
3	Class-balanced Reweighting	Error Rate	13.46	—	Unverified
4	Class-balanced Resampling	Error Rate	13.21	—	Unverified
5	IBLLoss	Error Rate	12.93	—	Unverified
6	Class-balanced Focal Loss	Error Rate	12.9	—	Unverified
7	DecTDE	Error Rate	12.63	—	Unverified
8	M2m	Error Rate	12.5	—	Unverified
9	Prior-LT	Error Rate	12.2	—	Unverified
10	ELF&LDAM+DRW	Error Rate	12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LIFT (ViT-L/14@336px)	Top-1 Accuracy	87.4	—	Unverified
2	LIFT (ViT-L/14)	Top-1 Accuracy	85.2	—	Unverified
3	GML (ViT-B-16)	Top-1 Accuracy	82.1	—	Unverified
4	LIFT (ViT-B/16)	Top-1 Accuracy	80.4	—	Unverified
5	RAC (ViT-B-16)	Top-1 Accuracy	80.24	—	Unverified
6	GPaCo (2-R152)	Top-1 Accuracy	79.8	—	Unverified
7	TADE(ResNet-152)	Top-1 Accuracy	77	—	Unverified
8	ProCo (ResNet50)	Top-1 Accuracy	75.8	—	Unverified
9	MDCS(Resnet50)	Top-1 Accuracy	75.6	—	Unverified
10	DeiT-LT	Top-1 Accuracy	75.1	—	Unverified