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[TIP2023][LSNet]Lightweight Spatial Boosting Network for Detecting Salient Objects in RGB-Thermal Images

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LSNet

This project provides the code and results for 'LSNet: Lightweight Spatial Boosting Network for Detecting Salient Objects in RGB-Thermal Images', IEEE TIP, 2023. IEEE link

Requirements

Python 3.7+, Pytorch 1.5.0+, Cuda 10.2+, TensorboardX 2.1, opencv-python
if If anything goes wrong with the environment, please check requirements.txt for details.

Architecture and Details

image drawing drawing

Results

drawing

drawing

drawing

drawing

Dataset

RGB-T baidu,pin: sf9y / Google drive
RGB-D baidu,pin: 7pi5 / Google drive

Evaluate tools

matlab verison or python version.

Saliency Maps

RGB-T baidu pin: fxsk / Google drive
RGB-D baidu pin: 6352 / Google drive
PS: we resize the testing data to the size of 224 * 224 for quicky evaluate.
please check our previous works RGB-T and RGB-D.

Pretraining Models

RGB-T baidu pin: wnoa / Google drive
RGB-D baidu pin: wnoa / Google drive

Citation

    @ARTICLE{Zhou_2023_LSNet,
                author={Zhou, Wujie and Zhu, Yun and Lei, Jingsheng and Yang, Rongwang and Yu, Lu},
                journal={IEEE Transactions on Image Processing}, 
                title={LSNet: Lightweight Spatial Boosting Network for Detecting Salient Objects in RGB-Thermal Images}, 
                year={2023},
                volume={},
                number={},
                pages={1-1},
                doi={10.1109/TIP.2023.3242775}}      

Acknowledgement

The implement of this project is based on the code of BBS-Net and Knowledge-Distillation-Zoo. About fps/speed test, please refer MobileSal.

Contact

Please drop me an email for any problems or discussion: https://wujiezhou.github.io/ (wujiezhou@163.com) or zzzyylink@gmail.com.

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