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 2020-07-16
Table of Contents
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 |
2020
2019
2018
Title | Venue | Type | Code |
---|---|---|---|
Large Scale Fine-Grained Categorization and Domain-Specific Transfer | CVPR | TL |
TensorFlow(Author) |
Learning to Reweight Examples for Robust Deep Learning | ICML | CLW |
TensorFlow(Author) PyTorch(3rd) |
Clustering and Learning from Imbalanced Data | NeurIPS-W | OS |
- |
2017
Title | Venue | Type | Code |
---|---|---|---|
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 |
PyTorch(Author) |
2016
Title | Venue | Type | Code |
---|---|---|---|
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 |
- |
2015
Title | Venue | Type | Code |
---|---|---|---|
`` | - |
Previous Venues
arXiv
Title | Date | Type | Code |
---|---|---|---|
Convolution and Convolution-root Properties of Long-tailed Distributions | 2015.01.29 | Other |
- |
Deep Active Learning over the Long Tail | 2017.11.02 | `` | - |
Long-tail Learning with Class Descriptors | 2020.04.05 | `` | TensorFlow(Author) |
Long-Tailed Recognition Using Class-Balanced Experts | 2020.04.07 | `` | - |
Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization | 2020.06.29 | `` | - |
Remix: Rebalanced Mixup | 2020.07.08 | `` | - |
Awesome Surveys
Awesome Blogs
Imbalanced Learning
Title | Venue | Type | Code |
---|---|---|---|
Learning from Imbalanced Data | TKDE | `` | - |