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 1–25 of 131 papers

Title	Date	Tasks	Status	Hype
Visual Prompt Tuning	Mar 23, 2022	Image ClassificationLong-tail Learning	CodeCode Available	3
Adaptive Parametric Activation	Jul 11, 2024	imbalanced classificationInstance Segmentation	CodeCode Available	2
Probabilistic Contrastive Learning for Long-Tailed Visual Recognition	Mar 11, 2024	Long-tail Learning	CodeCode Available	2
SURE: SUrvey REcipes for building reliable and robust deep networks	Mar 1, 2024	image-classificationImage Classification	CodeCode Available	2
Generalized Parametric Contrastive Learning	Sep 26, 2022	Contrastive LearningDomain Generalization	CodeCode Available	2
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning	Mar 3, 2022	Compositional Zero-Shot LearningContrastive Learning	CodeCode Available	2
A Simple Episodic Linear Probe Improves Visual Recognition in the Wild	Jan 1, 2022	Fine-Grained Image ClassificationImage Classification	CodeCode Available	2
Learning Transferable Visual Models From Natural Language Supervision	Feb 26, 2021	Action RecognitionBenchmarking	CodeCode Available	2
Focal Loss for Dense Object Detection	Aug 7, 2017	2D Object DetectionDense Object Detection	CodeCode Available	2
Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition	Oct 28, 2024	Long-tail LearningVisual Prompt Tuning	CodeCode Available	1
Continuous Contrastive Learning for Long-Tailed Semi-Supervised Recognition	Oct 8, 2024	Contrastive LearningDensity Estimation	CodeCode Available	1
AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation	Sep 30, 2024	Long-tail LearningSemantic Segmentation	CodeCode Available	1
LTRL: Boosting Long-tail Recognition via Reflective Learning	Jul 17, 2024	Long-tail Learning	CodeCode Available	1
DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets	Apr 3, 2024	Image ClassificationInductive Bias	CodeCode Available	1
EAT: Towards Long-Tailed Out-of-Distribution Detection	Dec 14, 2023	Long-tail LearningOut-of-Distribution Detection	CodeCode Available	1
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts	Sep 18, 2023	Fine-Grained Image ClassificationImage Classification	CodeCode Available	1
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition	Aug 19, 2023	DiversityLong-tail Learning	CodeCode Available	1
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
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
Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual Manifolds	Mar 22, 2023	ClassificationFairness	CodeCode Available	1
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

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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