ImageNet-LT

ImageNet Long-Tailed

Dataset Information
Languages
Chinese
License
Unknown
Homepage
Official Website
Contents

Overview

ImageNet Long-Tailed is a subset of /dataset/imagenet dataset consisting of 115.8K images from 1000 categories, with maximally 1280 images per class and minimally 5 images per class. The additional classes of images in ImageNet-2010 are used as the open set.

Source: Large-Scale Long-Tailed Recognition in an Open World

Variants: ImageNet-LT, ImageNet-LT-d

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Long-tail Learning APA (SE-ResNext-50) Adaptive Parametric Activation 2024-07-11
Long-tail Learning APA (SE-ResNet-50) Adaptive Parametric Activation 2024-07-11
Long-tail Learning DirMixE(ResNeXt-50) Harnessing Hierarchical Label Distribution Variations … 2024-05-13
Long-tail Learning DeiT-LT DeiT-LT Distillation Strikes Back for … 2024-04-03
Long-tail Learning ProCo (ResNet50) Probabilistic Contrastive Learning for Long-Tailed … 2024-03-11
Long-tail Learning ProCo (ResNeXt50) Probabilistic Contrastive Learning for Long-Tailed … 2024-03-11
Long-tail Learning LIFT (ViT-L/14) Long-Tail Learning with Foundation Model: … 2023-09-18
Long-tail Learning LIFT (ViT-B/16) Long-Tail Learning with Foundation Model: … 2023-09-18
Long-tail Learning MDCS (ResNeXt-50) MDCS: More Diverse Experts with … 2023-08-19
Long-tail Learning GLMC (ResNeXt-50) Global and Local Mixture Consistency … 2023-05-15
Long-tail Learning GML (ResNeXt-50) Long-Tailed Recognition by Mutual Information … 2023-05-02
Conditional Image Generation StyleGAN2 + NoisyTwins NoisyTwins: Class-Consistent and Diverse Image … 2023-04-12
Long-tail Learning MAM (ViT-B/16) Improving Image Recognition by Retrieving … 2023-04-11
Long-tail Learning LDAM + DRW + SAM Escaping Saddle Points for Effective … 2022-12-28
Long-tail Learning GPaCo (2-ResNeXt101-32x4d) Generalized Parametric Contrastive Learning 2022-09-26
Long-tail Learning µ2Net+ (ViT-L/16) A Continual Development Methodology for … 2022-09-15
Long-tail Learning Difficulty-Net (ResNet-50 using RandAugment, single model) Difficulty-Net: Learning to Predict Difficulty … 2022-09-07
Long-tail Learning Difficulty-Net (ResNet-50 w/o using RandAugment, single model) Difficulty-Net: Learning to Predict Difficulty … 2022-09-07
Long-tail Learning Difficulty-Net (ResNet-10 w/o using RandAugment, single model Difficulty-Net: Learning to Predict Difficulty … 2022-09-07
Long-tail Learning BCL(ResNeXt-50) Balanced Contrastive Learning for Long-Tailed … 2022-07-19

Research Papers

Recent papers with results on this dataset:

External Links: