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wycloveinfall / MSMDFF-NET

the code for paper "A Multi-Scale and Multi-Direction Fusion Network for Road Detection From Satellite Imagery". The code will be made public after the paper is accepted.
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Consultation on results in papers #4

Open LPeng625 opened 2 months ago

LPeng625 commented 2 months ago

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Hello! First of all, thank you for your excellent work, especially for providing a fair comparison of the code framework. I have a question. I feel that your indicators are generally low. For example, the above CoANet results in deepglobe are quite different from the original paper. In addition, the deepglobe subset dataset in your paper is the deepglobe road dataset, right? Thank you!

wycloveinfall commented 4 weeks ago

模型的精度会受到，数据集、学习率的设置，loss函数，训练的随机性，以及训练所使用的样本增强方式(旋转，放缩等等)，因此在不同的文献中由于这些参数设置的不同会出现指标不一样的情况，这个我们已经在原文中进行了说明。我们在进行实验时，保证了所有的道路提取模型均在相同的环境参数下。 ![Uploading 2024-09-06_16-00_1.png…]()

wycloveinfall commented 4 weeks ago

![Uploading 2024-09-06_15-59_1.png…]() ![Uploading 2024-09-06_15-59_2.png…]() ![Uploading 2024-09-06_16-00.png…]() ![Uploading 2024-09-06_16-00_1.png…]()