long-tail 开源项目推荐（42 个）

YyzHarry /imbalanced-regression

[ICML 2021, Long Talk] Delving into Deep Imbalanced Regression

zhmiao /OpenLongTailRecognition-OLTR

Pytorch implementation for "Large-Scale Long-Tailed Recognition in an Open World" (CVPR 2019 ORAL)

YyzHarry /imbalanced-semi-self

[NeurIPS 2020]半监督（无标签数据）和自我监督改善班级不平衡/长尾学习

ZhiningLiu1998 /imbalanced-ensemble

[NeurIPS'25]🛠️Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库

YyzHarry /multi-domain-imbalance

[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond

GZWQ /Awesome-Long-Tailed

Papers about long-tailed tasks

woshidandan /Long-Tail-image-aesthetics-and-quality-assessment

🔥[ICML 2024, Official Code] First work to propose a solution to the long-tail problem in IAA. 首篇针对IAA中的长尾问题提出解决方案的工作

jiequancui /ResLT

ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)

fcjian /LOCE

Exploring Classification Equilibrium in Long-Tailed Object Detection, ICCV2021

liuqidong07 /LLM-ESR

[NeurIPS'24 Spotlight] The official implementation code of LLM-ESR.

val-iisc /DeiT-LT

[CVPR 2024] Code for our Paper "DeiT-LT: Distillation Strikes Back for Vision Transformer training on Long-Tailed Datasets"

timy90022 /DropLoss

Implementation of DropLoss for Long-Tail Instance Segmentation in Pytorch

rahulvigneswaran /TailCalibX

Pytorch implementation of Feature Generation for Long-Tail Classification by Rahul Vigneswaran, Marc T Law, Vineeth N Balasubramaniam and Makarand Tapaswi

VITA-Group /LongTailCXR

[DALI 2022]《胸部X光长尾病分类：一项新的基准研究》，作者：Gregory Holste、Song Wang、Ziyu Jiang、Thomas C. Shen、Ronald M. Summers、Yifan Peng 和 Zhangyang Wang

zjunlp /LREBench

[EMNLP 2022 Findings] Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study

ash-shar /Long-Tail-GAN

Adversarial learning framework to enhance long-tail recommendation in Neural Collaborative Filtering

Annusha /temperature_schedules

Temperature Schedules for self-supervised contrastive methods on long-tail data (ICLR'23)

vyraun /long-tailed

Code for "On Long-Tailed Phenomena in NMT".

rahulvigneswaran /longtail-buzz

🐝 Explore Trending Long-Tail Papers at CVPR and ICCV

GimpelZhang /Cosmos-Dreams-AlpaSim

Closed-loop autonomous-driving simulation with NVIDIA OmniDreams on AlpaSim: real-data rollouts with Alpamayo R1/1.5 drivers and counterfactual long-tail scenario generation (weather, lighting, injected 3D actors) via a generative world model.