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https://github.com/MonsterZhZh/HRN

Implementation for Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification
https://github.com/MonsterZhZh/HRN

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Implementation for Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification

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# HRN
Implementation for **Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification**

## Paper
This repo is a implementation for paper **Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification** that has been accepted by CVPR2022.

### [Preprint Version](https://arxiv.org/pdf/2201.03194v2.pdf)

### Network Architecture
![network structure](overview.jpg)

### Visual Demonstration
![HMC-LMLP](lmlp.jpg)
HMC-LMLP

![HMCN](hmcn.jpg)
HMCN

![C-HMCNN](chmcnn.jpg)
C-HMCNN

![Chang](cvpr.jpg)
Chang et al.

![Our](ours.jpg)
Ours

## Requirements
- Python 3.6+
- Pytorch 1.2+
- Torchvision 0.4+
- networkx 2.5
- CUDA 10.2

## Supporting Files for Datasets
- [CUB-200-2011](Datasets/CUB-200-2011)
- [Aircraft](Datasets/Aircraft)
- [Stanford Cars](Datasets/Stanford%20Cars)

## Code
### [CUB-200-2011 and Aircraft](CUB_Aircraft)

### [Stanford Cars](Stanford_Cars)