https://github.com/MonsterZhZh/HRN

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

Last synced: 7 days ago
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Implementation for Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification

• Host: GitHub
• URL: https://github.com/MonsterZhZh/HRN
• Owner: MonsterZhZh
• License: apache-2.0
• Created: 2022-03-24T05:38:08.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2022-03-24T12:03:43.000Z (over 2 years ago)
• Last Synced: 2024-08-02T15:34:34.523Z (3 months ago)
• Language: Python
• Size: 1.57 MB
• Stars: 50
• Watchers: 2
• Forks: 3
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# 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)