diff --git a/README.md b/README.md index ff0be0f..c89ba17 100644 --- a/README.md +++ b/README.md @@ -6,6 +6,11 @@ This is a personal reimplementation of Optical Flow Estimation using a Spatial P For the original Torch version of this work, please see: https://github.com/anuragranj/spynet
Another optical flow implementation from me: https://github.com/sniklaus/pytorch-pwc +
+And another optical flow implementation from me: https://github.com/sniklaus/pytorch-unflow + +## setup +To download the pre-trained models, run `bash download.bash`. These originate from the original authors, I just converted them to PyTorch. ## usage To run it on your own pair of images, use the following command. You can choose between various models, please make sure to see their paper / the code for more details. diff --git a/download.bash b/download.bash new file mode 100644 index 0000000..0299dea --- /dev/null +++ b/download.bash @@ -0,0 +1,7 @@ +#!/bin/bash + +wget --timestamping http://content.sniklaus.com/github/pytorch-spynet/network-chairs-clean.pytorch +wget --timestamping http://content.sniklaus.com/github/pytorch-spynet/network-chairs-final.pytorch +wget --timestamping http://content.sniklaus.com/github/pytorch-spynet/network-kitti-final.pytorch +wget --timestamping http://content.sniklaus.com/github/pytorch-spynet/network-sintel-clean.pytorch +wget --timestamping http://content.sniklaus.com/github/pytorch-spynet/network-sintel-final.pytorch \ No newline at end of file diff --git a/models/README.md b/models/README.md deleted file mode 100644 index a9216f0..0000000 --- a/models/README.md +++ /dev/null @@ -1 +0,0 @@ -These weights originate from the models trained by the original 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index 1feaee9..0000000 Binary files a/models/modelL6_K-4-bias.t7 and /dev/null differ diff --git a/models/modelL6_K-4-weight.t7 b/models/modelL6_K-4-weight.t7 deleted file mode 100644 index 4836ad8..0000000 Binary files a/models/modelL6_K-4-weight.t7 and /dev/null differ diff --git a/models/modelL6_K-5-bias.t7 b/models/modelL6_K-5-bias.t7 deleted file mode 100644 index 122974d..0000000 Binary files a/models/modelL6_K-5-bias.t7 and /dev/null differ diff --git a/models/modelL6_K-5-weight.t7 b/models/modelL6_K-5-weight.t7 deleted file mode 100644 index bc1ef5c..0000000 Binary files a/models/modelL6_K-5-weight.t7 and /dev/null differ diff --git a/run.py b/run.py index 0cfa2a1..231fafb 100644 --- a/run.py +++ b/run.py @@ -35,23 +35,6 @@ if strOption == '--out' and strArgument != '': arguments_strOut = strArgument # path to where the output should be stored # end -if arguments_strModel == 'chairs-clean': - arguments_strModel = '4' - -elif arguments_strModel == 'chairs-final': - arguments_strModel = '3' - -elif arguments_strModel == 'sintel-clean': - arguments_strModel = 'C' - -elif arguments_strModel == 'sintel-final': - arguments_strModel = 'F' - -elif arguments_strModel == 'kitti-final': - arguments_strModel = 'K' - -# end - ########################################################## class Network(torch.nn.Module): @@ -87,17 +70,6 @@ def __init__(self, intLevel): torch.nn.ReLU(inplace=False), torch.nn.Conv2d(in_channels=16, out_channels=2, kernel_size=7, stride=1, padding=3) ) - - if intLevel == 5: - if arguments_strModel == '3' or arguments_strModel == '4': - intLevel = 4 # the models trained on the flying chairs dataset do not come with weights for the sixth layer - # end - # end - - for intConv in range(5): - self.moduleBasic[intConv * 2].weight.data.copy_(torch.utils.serialization.load_lua('./models/modelL' + str(intLevel + 1) + '_' + arguments_strModel + '-' + str(intConv + 1) + '-weight.t7')) - self.moduleBasic[intConv * 2].bias.data.copy_(torch.utils.serialization.load_lua('./models/modelL' + str(intLevel + 1) + '_' + arguments_strModel + '-' + str(intConv + 1) + '-bias.t7')) - # end # end def forward(self, tensorInput): @@ -129,6 +101,8 @@ def forward(self, tensorInput, tensorFlow): self.moduleBasic = torch.nn.ModuleList([ Basic(intLevel) for intLevel in range(6) ]) self.moduleBackward = Backward() + + self.load_state_dict(torch.load('./network-' + arguments_strModel + '.pytorch')) # end def forward(self, tensorFirst, tensorSecond):