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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
Last synced: 8 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
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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)