Awesome Long-tailed Recognition

A curated list of long-tailed recognition and related resources.

Please feel free to pull requests or open an issue to add papers.

🔆 Updated 2021-10-03

---

Table of Contents

• Type of Long-tailed Recognition

• Long-tailed Recognition

  • 2021 Venues
  • 2020 Venues
  • 2019 Venues
  • 2018 Venues
  • 2017 Venues
  • 2016 Venues
  • Previous Venues
  • arXiv

• Awesome Surveys

• Awesome Blogs

• Imbalanced Learning

Type of Long-tailed Recognition

Type	OS	US	CBS	CLW	SLW	TL	Other
Explanation	Over Sampling	Under Sampling	Class-balanced Sampling	Class-level Weighting	Sample-level Weighting	Transfer Learning	other types

2021

Title	Venue	Type	Code	Star
Label-Imbalanced and Group-Sensitive Classification under Overparameterization	NeurIPS	CLW	-
Long-tail Learning via Logit Adjustment	ICLR	CLW	-
LONG-TAILED RECOGNITION BY ROUTING DIVERSE DISTRIBUTION-AWARE EXPERTS	ICLR	Other	-
Bag of Tricks for Long-Tailed Visual Recognition with Deep Convolutional Neural Networks	AAAI	Other	-
PML: Progressive Margin Loss for Long-tailed Age Classification	CVPR	CLW	-
Distribution Alignment: A Unified Framework for Long-tail Visual Recognition	CVPR	Other	-
Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification	CVPR	Other	-
Improving Calibration for Long-Tailed Recognition	CVPR	Other	-

2020

Title	Venue	Type	Code	Star
Rethinking the Value of Labels for Improving Class-Imbalanced Learning	NeurIPS	Other	PyTorch(Author)	153
Balanced Meta-Softmax for Long-Tailed Visual Recognition	NeurIPS	CLW	PyTorch(Author)
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect	NeurIPS	Other	PyTorch(Author)
Forest R-CNN: Large-Vocabulary Long-Tailed Object Detection and Instance Segmentation	ACM-MM	Other	PyTorch(Author)
Mitigating Dataset Imbalance via Joint Generation and Classification	ECCV-W	Other	PyTorch(Author)
Seesaw Loss for Long-Tailed Instance	ECCV-W	Other	-
Balanced Activation for Long-tailed Visual Recognition	ECCV-W	Other	-
Imbalanced Continual Learning with Partitioning Reservoir Sampling	ECCV	Other	PyTorch(Author)
Feature Space Augmentation for Long-Tailed Data	ECCV	Aug	-
The Devil is in Classification A Simple Framework for Long-tail Instance Segmentation	ECCV	Aug	-
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets	ECCV	CLW	PyTorch(Author)	91
Solving Long-tailed Recognition with Deep Realistic Taxonomic Classifier	ECCV	Other	-
Learning From Multiple Experts_Self-paced Knowledge Distillation for Long-tailed Classification	ECCV	TL	-
Rethinking Class-Balanced Methods for Long-Tailed Visual Recognition from a Domain Adaptation Perspective	CVPR	CLW	-
Equalization Loss for Long-Tailed Object Recognition	CVPR	CLW SLW	PyTorch(Author)	116
Domain Balancing: Face Recognition on Long-Tailed Domains	CVPR	Other	-
BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition	CVPR	Other	PyTorch(Author)	360
Deep Representation Learning on Long-tailed Data: A Learnable Embedding	CVPR	TL	-
Inflated Episodic Memory with Region Self-Attention for Long-Tailed Visual Recognition	CVPR	Other	-
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax	CVPR	Other	PyTorch(Author)
M2m: Imbalanced Classification via Major-to-minor Translation	CVPR	TL	PyTorch(Author)
Deep Generative Model for Robust Imbalance Classification	CVPR	Other	TensorFlow(Author)
Learning to Segment the Tail	CVPR	Other	-
Decoupling Representation and Classifier for Long-Tailed Recognition	ICLR	Other	PyTorch(Author)	354

2019

Title	Venue	Type	Code	Star
The Devil is in Classification: A Simple Framework for Long-tail Instance Segmentation	ECCV	Other	-
Class-Balanced Loss Based on Effective Number of Samples	CVPR	CLR	TensorFlow(Author) PyTorch(3rd)	390/409
Striking the Right Balance with Uncertainty	CVPR	CLW SLW	-
Feature Transfer Learning for Face Recognition with Under-Represented Data	CVPR	TL	PyTorch(3rd)
Large-Scale Long-Tailed Recognition in an Open World	CVPR	TL	PyTorch(Author)	523
Unequal-training for Deep Face Recognition with Long-tailed Noisy Data	CVPR	TL	MxNet(Author)
Learning for Tail Label Data: A Label-Specific Feature Approach	IJCAI	Other	-
Dynamic Curriculum Learning for Imbalanced Data Classification	ICCV	S W	-
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss	NeurIPS	CLW	PyTorch(Author)	233
Meta-Weight-Net_Learning an Explicit Mapping for Sample Weighting	NeurIPS	SLW	PyTorch(Author) PyTorch(3rd)	133/1

2018

Title	Venue	Type	Code	Star
Large Scale Fine-Grained Categorization and Domain-Specific Transfer	CVPR	TL	TensorFlow(Author)	146
Learning to Reweight Examples for Robust Deep Learning	ICML	CLW	TensorFlow(Author) PyTorch(3rd)	188/222
Clustering and Learning from Imbalanced Data	NeurIPS-W	OS	-

2017

Title	Venue	Type	Code	Star
Class Rectification Hard Mining for Imbalanced Deep Learning	ICCV	CLW	-
Focal Loss for Dense Object Detection	ICCV	SLW	PyTorch(Author)
Range Loss for Deep Face Recognition with Long-Tailed Training Data	ICCV	SLW	PyTorch(3rd)
Learning to Model the Tail	NeurIPS	TL	-

2016

Title	Venue	Type	Code	Star
Factors in Finetuning Deep Model for Object Detection with Long-tail Distribution	CVPR	Other	-
Learning Deep Representation for Imbalanced Classification	CVPR	CBS	-
Learning to Learn: Model Regression Networks for Easy Small Sample Learning	ECCV	TL	-

Previous Venues

Title	Venue	Type	Code	Star
Inverse Random under Sampling for Class Imbalance Problem and its Application to Multi-label Classification	PR	US	-
Classification of Imbalanced Data by Combining the Complementary Neural Network and SMOTE Algorithm	ICONIP	US	PyTorch(Author)
Borderline-SMOTE: A New Over-Sampling Method in Imblanced Data Sets Learning	ICIC	OS	-
SMOTE: Synthetic Minority Over-sampling Technique	JAIR	OS	-

arXiv

Title	Date	Type	Code	Star
Convolution and Convolution-root Properties of Long-tailed Distributions	2015.01.29	Other	-
Deep Active Learning over the Long Tail	2017.11.02	``	-
Adjusting Decision Boundary for Class Imbalanced Learning	2019.12.04	``	Pytorch(Author)
Long-tail Visual Relationship Recognition with a Visiolinguistic Hubless Loss	2020.03.25	``	-
Long-tail Learning with Class Descriptors	2020.04.05	``	TensorFlow(Author)
Long-Tailed Recognition Using Class-Balanced Experts	2020.04.07	``	-
Interaction Matching for Long-Tail Multi-Label Classification	2020.05.18	``	-
EL: An Early-Exiting Framework for Long-tailed Classification	2020.06.22	``	-
Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization	2020.06.29	``	-
Remix: Rebalanced Mixup	2020.07.08	Aug	-
Balanced Meta-Softmax for Long-Tailed Visual Recognition	2020.07.21	``	-
SeismoGlow: Data Augmentation for the Class Imbalance Problem	2020.07.23	Aug	-
Meta Feature Modulator for Long-tailed Recognition	2020.08.08	Meta	-
	2020.08.10	``	-
	2020.08.10	``	-
	2020.08.10	``	-
	2020.08.10	``	-
	2020.08.10	``	-

Awesome Surveys

• and

Awesome Blogs

• and

Imbalanced Learning

Title	Venue	Type	Code
Learning from Imbalanced Data	TKDE	``	-