Mamba-UNet was comprehensively evaluated on two publicly available segmentation dataset and compared with seven other SSL frameworks with both CNN- or ViT-based UNet as the backbone network, highlighting the superior performance of the proposed method. The source code of Semi-Mamba-Unet, all ...
The source code of Semi-Mamba-Unet, all baseline SSL frameworks, the CNN- and ViT-based networks, and the two corresponding datasets are made publicly accessible at https://github.com/ziyangwang007/Mamba-UNet .doi:10.1016/j.knosys.2024.112203Chao Ma...
第二,网络的改进。网络使用上,本文用的是带有密集注意力的孪生UNet++网络,在这个Transformer和Mamba横行的时代,显得较为普通了,个人觉得也是应该改进的一个点。 SemiBuildingChange使用的网络 此外,作为一种建筑物变化检测算法,能不能很好地用到其他对象变化检测任务上去,就有待后人的探究了。
The backbone network for both parts is the Nested UNet with dense channel attention [14]. Additionally, a decision fusion block is added at the end of the network to integrate the results of building extraction and change detection, thereby enhancing the change detection accuracy of the model. ...