EMFINet

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Code for TGRS 2021 paper. Edge-Aware Multiscale Feature Integration Network for Salient Object Detection in Optical Remote Sensing Images.

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# EMFINet (TGRS 2021)
'[Edge-Aware Multiscale Feature Integration Network for Salient Object Detection in Optical Remote Sensing Images](https://ieeexplore.ieee.org/stampPDF/getPDF.jsp?tp=&arnumber=9474908&ref=aHR0cHM6Ly9pZWVleHBsb3JlLmllZWUub3JnL2Fic3RyYWN0L2RvY3VtZW50Lzk0NzQ5MDg=)', [Xiaofei Zhou](https://scholar.google.com.hk/citations?hl=zh-CN&user=2PUAFW8AAAAJ), [Kunye Shen](https://scholar.google.com.hk/citations?hl=zh-CN&user=q6_PkywAAAAJ), [Zhi Liu](https://scholar.google.com.hk/citations?hl=zh-CN&user=Sd5VB2cAAAAJ), [Chen Gong](https://scholar.google.com.hk/citations?user=guttoBwAAAAJ&hl=zh-CN), Jiyong Zhang, and Chenggang Yan.

## Required libraries

Python 3.7  
numpy 1.18.1  
scikit-image 0.16.2  
PyTorch 1.4.0  
torchvision 0.5.0  
glob

The SSIM loss is adapted from [pytorch-ssim](https://github.com/Po-Hsun-Su/pytorch-ssim/blob/master/pytorch_ssim/__init__.py).

## Usage
1. Clone this repo
```
https://github.com/Kunye-Shen/EMFINet.git
```
2. We also provide the predicted saliency maps ([GoogleDrive](https://drive.google.com/file/d/1HxFRfEwGWyiZ4N7V7JndH3YCQglX56c1/view?usp=sharing) or [baidu](https://pan.baidu.com/s/1gGD0_3jGTUdIbxJ_4h00Tw) extraction code: 9nje.). You can download directly through the above methods, or contact us through the following email.
```
KunyeShen@outlook.com
```

## Architecture
![EMFINet architecture](https://raw.githubusercontent.com/Kunye-Shen/EMFINet/main/figures/architecture.png)

## Quantitative Comparison
![Quantitative Comparison](https://raw.githubusercontent.com/Kunye-Shen/EMFINet/main/figures/quan.png)

## Qualitative Comparison
### ORSSD
![ORSSD](https://raw.githubusercontent.com/Kunye-Shen/EMFINet/main/figures/qual_ORSSD.png)

### EORSSD
![EORSSD](https://raw.githubusercontent.com/Kunye-Shen/EMFINet/main/figures/qual_EORSSD.png)

## Citation
```
@article{zhou2021edge,
  title={Edge-Aware Multiscale Feature Integration Network for Salient Object Detection in Optical Remote Sensing Images},
  author={Zhou, Xiaofei and Shen, Kunye and Liu, Zhi and Gong, Chen and Zhang, Jiyong and Yan, Chenggang},
  journal={IEEE Transactions on Geoscience and Remote Sensing},
  year={2021},
  publisher={IEEE}
}
```

EMFINet

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