esg_todnet
A Tiny Object Detection Method Based on Explicit Semantic Guidance for Remote Sensing Images (IEEE GRSL 2024)
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Repository
A Tiny Object Detection Method Based on Explicit Semantic Guidance for Remote Sensing Images (IEEE GRSL 2024)
Basic Info
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- Stars: 11
- Watchers: 1
- Forks: 0
- Open Issues: 1
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Metadata Files
README.md
A Tiny Object Detection Method Based on Explicit Semantic Guidance for Remote Sensing Images (IEEE GRSL 2024)
This repository contains python implementation of our paper ESG_TODNet.
1. Required environments:
- Linux
- Python 3.6+
- PyTorch 1.3+
- CUDA 9.2+
- GCC 5+
- MMCV
- cocoapi-aitod
2. Install and start ESG_TODNet:
Note that our ESG_TODNet is based on the MMDetection 2.24.1. Assume that your environment has satisfied the above requirements, please follow the following steps for installation.
shell script
git clone https://github.com/dyl96/ESG_TODNet.git
cd ESG_TODNet
pip install -r requirements/build.txt
python setup.py develop
Download AI-TODv2 dataset
Get Started
python tools/train.py configs_esg/ESG_TODNet/aitodv2_fcos_r50_p2_esg_3x.py
3. Result
4. Citation
Please cite our paper if you find the work useful:
@ARTICLE{10462223,
author={Liu, Dongyang and Zhang, Junping and Qi, Yunxiao and Wu, Yinhu and Zhang, Ye},
journal={IEEE Geoscience and Remote Sensing Letters},
title={A Tiny Object Detection Method Based on Explicit Semantic Guidance for Remote Sensing Images},
year={2024},
volume={},
number={},
pages={1-1},
doi={10.1109/LGRS.2024.3374418}}
Owner
- Name: 刘东洋
- Login: dyl96
- Kind: user
- Location: 哈尔滨市
- Company: 哈尔滨工业大学
- Repositories: 1
- Profile: https://github.com/dyl96
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Dependencies
- pytorch/pytorch ${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel build
- pytorch/pytorch ${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel build
- asynctest *
- cityscapesscripts *
- codecov *
- cython *
- flake8 *
- imagecorruptions *
- interrogate *
- isort ==4.3.21
- kwarray *
- matplotlib *
- mmtrack *
- numpy *
- onnx ==1.7.0
- onnxruntime >=1.8.0
- pycocotools *
- pytest *
- scipy *
- six *
- sklearn *
- terminaltables *
- timm *
- ubelt *
- xdoctest >=0.10.0
- yapf *
- albumentations >=0.3.2
- cython *
- numpy *
- docutils ==0.16.0
- myst-parser *
- sphinx ==4.0.2
- sphinx-copybutton *
- sphinx_markdown_tables *
- sphinx_rtd_theme ==0.5.2
- mmcv-full >=1.3.17
- cityscapesscripts *
- imagecorruptions *
- scipy *
- sklearn *
- timm *
- mmcv *
- torch *
- torchvision *
- matplotlib *
- numpy *
- pycocotools *
- six *
- terminaltables *
- asynctest * test
- codecov * test
- flake8 * test
- interrogate * test
- isort ==4.3.21 test
- kwarray * test
- onnx ==1.7.0 test
- onnxruntime >=1.8.0 test
- pytest * test
- ubelt * test
- xdoctest >=0.10.0 test
- yapf * test