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deeplabv3-swintransformer's Introduction

deeplabv3-swintransformer

from deeplabv3 (https://github.com/VainF/DeepLabV3Plus-Pytorch), and some swin-transformers (https://github.com/berniwal/swin-transformer-pytorch、https://github.com/microsoft/Swin-Transformer), I try these swin-transformers as backbone on deeplabv3, to see image segmentation and compare them.

note:

  1. deeplabv3 and deeplabv3plus for berniwal swin-transformer;
  2. deeplabv3 for microsoft swin-transformer;
  3. deeplabv3plus for microsoft swin-transformer;
  4. modify WindowAttention of berniwal swin-transformer by my thinking.
  5. explanation by Issues 1
  6. add dataset named 'CameraBase' for test
  7. add hrnet and exception, follow VainF
  8. add resnet18
  9. add regnet (y_400mf, y_8gf, y_32gf), swin-transformer into (swin_t, swin_s, swin_b, swin_l), use resnet and mobilenet from pytorch
  10. add mobilenet_v3(small, large)
  11. add vggnet(vgg11_bn, vgg16_bn, vgg19_bn)
  12. add shufflenetv2(x0_5, x1_0)
  13. result(resnet50) for voc
  14. add ghostnetv2(1_0, 1_3, 1_6)
  15. add dataset named 'Battery' for test
  16. add mobilenet_v2_bubbliiiing, by means of "https://github.com/bubbliiiing/deeplabv3-plus-pytorch/tree/bilibili"
  17. modify mobilenet_v3 for test, by means of bubbliiiing

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deeplabv3-swintransformer's Issues

请问一下模型精度

我自己也尝试用deeplabv3+架构测试transformer 但是完全不如官方的upernet架构代码。我看你的visdom截图MIOU也只有0.7左右,官方的代码能到0.83左右,而且用你的代码和我自己移植的代码都出现了loss严重波动的问题。请问这个问题是因为什么呢?我搜索到的其他非官方swin tranformer作为encoder的代码结果精度都很低,是什么原因造成的呢

RuntimeError

您好,我下载并运行了您的代码,感觉非常好用,在此表示非常感谢。
请问当我吧模型换成swinb的时候报
RuntimeError:Given groups=1,weight of size [48,192,1,1],expected input[4,256,56,56]to have 192 channels,but got 256 channels instead

这个应该如何修改呢?

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