Closed renrenzsbbb closed 3 years ago
I find that in the inference_folder.py, it will define the seg net in line 184;
net = deeplab_xception_transfer.deeplab_xception_transfer_projection_savemem(n_classes=20,
hidden_layers=128,
source_classes=7, )
and I will download the pretrained model from https://drive.google.com/file/d/1YDZRDnrPdJYvyRhe_Ir-91OFR_TCwvgO/view provided by https://github.com/shrubb/latent-pose-reenactment/blob/master/INSTALL.md;
can you give me some advice; Thanks
I find that in the inference_folder.py, it will define the seg net in line 184;
Are you sure you're looking at the correct script? In it, this is a different line.
I did everything as per INSTALL.md and couldn't reproduce your problem...
Hi, @shrubb i have a same issue:
[submodule "embedders/X2Face"]
path = embedders/X2Face
url = https://github.com/shrubb/X2Face.git
branch = py37_pytorch_0.4.1
[submodule "embedders/FAb-Net"]
path = embedders/FAb-Net
url = https://github.com/oawiles/FAb-Net.git
[submodule "utils/Graphonomy"]
path = utils/Graphonomy
url = https://github.com/shrubb/Graphonomy.git
branch = voxceleb21
Graphonomy hash commit:
078257809b63ec380476f62fcfb6abbf16e87a06 Graphonomy (remotes/origin/voxceleb21)
Checkpoint SHA256:
sha256sum -b ./universal_trained.pth
ad740cd1bc68f8f8754af10a0981da12843a6816a50aa2c47a8c532b14fe2209 *./universal_trained.pth
On segmentation step:
preprocess_data_1 | Constructing DeepLabv3+ model...
preprocess_data_1 | Number of classes: 20
preprocess_data_1 | Output stride: 16
preprocess_data_1 | Number of Input Channels: 3
preprocess_data_1 | unexpected key "source_graph_2_fea.node_fea_for_res" in state_dict
preprocess_data_1 | unexpected key "source_graph_2_fea.node_fea_for_hidden" in state_dict
preprocess_data_1 | unexpected key "source_graph_2_fea.weight" in state_dict
preprocess_data_1 | unexpected key "source_skip_conv.0.weight" in state_dict
preprocess_data_1 | unexpected key "source_skip_conv.0.bias" in state_dict
preprocess_data_1 | unexpected key "source_semantic.weight" in state_dict
preprocess_data_1 | unexpected key "source_semantic.bias" in state_dict
preprocess_data_1 | unexpected key "middle_semantic.weight" in state_dict
preprocess_data_1 | unexpected key "middle_semantic.bias" in state_dict
preprocess_data_1 | unexpected key "middle_source_featuremap_2_graph.pre_fea" in state_dict
preprocess_data_1 | unexpected key "middle_source_featuremap_2_graph.weight" in state_dict
preprocess_data_1 | unexpected key "middle_source_graph_conv1.weight" in state_dict
preprocess_data_1 | unexpected key "middle_source_graph_conv2.weight" in state_dict
preprocess_data_1 | unexpected key "middle_source_graph_conv3.weight" in state_dict
preprocess_data_1 | unexpected key "middle_source_graph_2_fea.node_fea_for_res" in state_dict
preprocess_data_1 | unexpected key "middle_source_graph_2_fea.node_fea_for_hidden" in state_dict
preprocess_data_1 | unexpected key "middle_source_graph_2_fea.weight" in state_dict
preprocess_data_1 | unexpected key "middle_skip_conv.0.weight" in state_dict
preprocess_data_1 | unexpected key "middle_skip_conv.0.bias" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_source2target.weight" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_source2target.adj" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_target2source.weight" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_target2source.adj" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_middle2source.weight" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_middle2source.adj" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_middle2target.weight" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_middle2target.adj" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_source2middle.weight" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_source2middle.adj" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_target2middle.weight" in state_dict
preprocess_data_1 | unexpected key "transpose_graph_target2middle.adj" in state_dict
preprocess_data_1 | unexpected key "fc_graph_source.weight" in state_dict
preprocess_data_1 | unexpected key "fc_graph_target.weight" in state_dict
preprocess_data_1 | unexpected key "fc_graph_middle.weight" in state_dict
preprocess_data_1 | missing keys in state_dict: "{'xception_features.block18.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block12.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block6.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block8.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block15.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.1.pointwise_bn.num_batches_tracked', 'decoder.0.atrous_convolution.depthwise_bn.num_batches_tracked', 'xception_features.block11.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block15.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block7.rep.5.pointwise_bn.num_batches_tracked', 'transpose_graph.adj', 'xception_features.block5.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block5.rep.1.pointwise_bn.num_batches_tracked', 'aspp2.atrous_convolution.pointwise_bn.num_batches_tracked', 'xception_features.block17.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block6.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block14.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.bn1.num_batches_tracked', 'xception_features.block6.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block8.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block12.rep.1.depthwise_bn.num_batches_tracked', 'aspp3.atrous_convolution.depthwise_bn.num_batches_tracked', 'xception_features.block1.skipbn.num_batches_tracked', 'xception_features.conv3.depthwise_bn.num_batches_tracked', 'xception_features.block17.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block11.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block19.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block1.rep.4.depthwise_bn.num_batches_tracked', 'xception_features.block16.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block13.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block15.rep.5.pointwise_bn.num_batches_tracked', 'decoder.1.atrous_convolution.depthwise_bn.num_batches_tracked', 'xception_features.block13.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block9.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block20.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block7.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block11.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block3.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.conv3.pointwise_bn.num_batches_tracked', 'xception_features.block14.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block20.skipbn.num_batches_tracked', 'xception_features.block18.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block16.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block15.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block20.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block11.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block18.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block20.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block2.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block17.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block5.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block10.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block19.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block16.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block1.rep.2.pointwise_bn.num_batches_tracked', 'xception_features.block8.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block13.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block11.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block12.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block1.rep.0.pointwise_bn.num_batches_tracked', 'xception_features.block3.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block16.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block14.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block19.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block2.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block9.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block13.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block7.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block3.rep.5.depthwise_bn.num_batches_tracked', 'aspp2.atrous_convolution.depthwise_bn.num_batches_tracked', 'xception_features.block17.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block12.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block19.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block6.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block8.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block10.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.conv4.depthwise_bn.num_batches_tracked', 'xception_features.block19.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block7.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block19.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block7.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block18.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.bn2.num_batches_tracked', 'feature_projection_bn1.num_batches_tracked', 'xception_features.block14.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block12.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block7.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block3.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block18.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block1.rep.0.depthwise_bn.num_batches_tracked', 'xception_features.block1.rep.4.pointwise_bn.num_batches_tracked', 'xception_features.block8.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block2.block2_lastconv.1.depthwise_bn.num_batches_tracked', 'xception_features.block15.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block6.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block20.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block11.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block5.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block9.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block10.rep.1.pointwise_bn.num_batches_tracked', 'aspp3.atrous_convolution.pointwise_bn.num_batches_tracked', 'decoder.1.atrous_convolution.pointwise_bn.num_batches_tracked', 'xception_features.block9.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block16.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block6.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block14.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block3.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block20.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.3.pointwise_bn.num_batches_tracked', 'aspp1.bn.num_batches_tracked', 'xception_features.block9.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block16.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block3.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block2.rep.3.pointwise_bn.num_batches_tracked', 'concat_projection_bn1.num_batches_tracked', 'xception_features.block2.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block10.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block15.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block10.rep.3.depthwise_bn.num_batches_tracked', 'fc_graph.weight', 'xception_features.block10.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block2.block2_lastconv.1.pointwise_bn.num_batches_tracked', 'xception_features.block2.skipbn.num_batches_tracked', 'xception_features.block8.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.conv4.pointwise_bn.num_batches_tracked', 'xception_features.block20.rep.3.depthwise_bn.num_batches_tracked', 'decoder.0.atrous_convolution.pointwise_bn.num_batches_tracked', 'xception_features.block17.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block12.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block1.rep.2.depthwise_bn.num_batches_tracked', 'xception_features.block3.skipbn.num_batches_tracked', 'xception_features.block13.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.conv5.pointwise_bn.num_batches_tracked', 'xception_features.block13.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.conv5.depthwise_bn.num_batches_tracked', 'global_avg_pool.2.num_batches_tracked', 'xception_features.block5.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block5.rep.5.depthwise_bn.num_batches_tracked', 'aspp4.atrous_convolution.pointwise_bn.num_batches_tracked', 'aspp4.atrous_convolution.depthwise_bn.num_batches_tracked', 'transpose_graph.weight', 'xception_features.block9.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block14.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block18.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block17.rep.1.depthwise_bn.num_batches_tracked'}"/opt/conda/lib/python3.7/site-packages/torch/nn/functional.py:2796: UserWarning: nn.functional.upsample is deprecated. Use nn.functional.interpolate instead.
@KernelA Hi, it's not an error, it's a (misleading) warning. Graphonomy will still work.
Thanks for sharing your research and code. When I run ./utils/preprocess_dataset .sh to get image segmentation, I meet with the problem that the checkpoint's key does not match the model, can you tell me some reasom about? some log is below
Constructing DeepLabv3+ model... Number of classes: 20 Output stride: 16 Number of Input Channels: 3 unexpected key "source_graph_2_fea.node_fea_for_res" in state_dict unexpected key "source_graph_2_fea.node_fea_for_hidden" in state_dict unexpected key "source_graph_2_fea.weight" in state_dict unexpected key "source_skip_conv.0.weight" in state_dict unexpected key "source_skip_conv.0.bias" in state_dict unexpected key "source_semantic.weight" in state_dict unexpected key "source_semantic.bias" in state_dict unexpected key "middle_semantic.weight" in state_dict unexpected key "middle_semantic.bias" in state_dict unexpected key "middle_source_featuremap_2_graph.pre_fea" in state_dict unexpected key "middle_source_featuremap_2_graph.weight" in state_dict unexpected key "middle_source_graph_conv1.weight" in state_dict unexpected key "middle_source_graph_conv2.weight" in state_dict unexpected key "middle_source_graph_conv3.weight" in state_dict unexpected key "middle_source_graph_2_fea.node_fea_for_res" in state_dict unexpected key "middle_source_graph_2_fea.node_fea_for_hidden" in state_dict unexpected key "middle_source_graph_2_fea.weight" in state_dict unexpected key "middle_skip_conv.0.weight" in state_dict unexpected key "middle_skip_conv.0.bias" in state_dict unexpected key "transpose_graph_source2target.weight" in state_dict unexpected key "transpose_graph_source2target.adj" in state_dict unexpected key "transpose_graph_target2source.weight" in state_dict unexpected key "transpose_graph_target2source.adj" in state_dict unexpected key "transpose_graph_middle2source.weight" in state_dict unexpected key "transpose_graph_middle2source.adj" in state_dict unexpected key "transpose_graph_middle2target.weight" in state_dict unexpected key "transpose_graph_middle2target.adj" in state_dict unexpected key "transpose_graph_source2middle.weight" in state_dict unexpected key "transpose_graph_source2middle.adj" in state_dict unexpected key "transpose_graph_target2middle.weight" in state_dict unexpected key "transpose_graph_target2middle.adj" in state_dict unexpected key "fc_graph_source.weight" in state_dict unexpected key "fc_graph_target.weight" in state_dict unexpected key "fc_graph_middle.weight" in state_dict missing keys in state_dict: "{'xception_features.block10.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block15.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block6.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block9.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block14.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block20.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block6.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block8.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block13.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block12.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block4.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block9.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.conv4.pointwise_bn.num_batches_tracked', 'xception_features.block2.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block13.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block3.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block8.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block12.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block17.rep.1.depthwise_bn.num_batches_tracked', 'transpose_graph.weight', 'xception_features.block17.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block1.rep.4.pointwise_bn.num_batches_tracked', 'xception_features.block3.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block20.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block4.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block8.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block3.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block2.block2_lastconv.1.pointwise_bn.num_batches_tracked', 'xception_features.block13.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block19.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block19.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block14.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block18.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block5.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block10.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block2.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block5.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block17.rep.1.pointwise_bn.num_batches_tracked', 'decoder.0.atrous_convolution.depthwise_bn.num_batches_tracked', 'xception_features.block6.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block12.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block5.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block13.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block2.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block5.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block8.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block10.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block17.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block18.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.bn2.num_batches_tracked', 'xception_features.block15.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block9.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.bn1.num_batches_tracked', 'xception_features.block7.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block18.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block8.rep.3.depthwise_bn.num_batches_tracked', 'xception_features.block1.rep.4.depthwise_bn.num_batches_tracked', 'xception_features.conv4.depthwise_bn.num_batches_tracked', 'xception_features.block11.rep.5.pointwise_bn.num_batches_tracked', 'xception_features.block18.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block19.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block9.rep.3.pointwise_bn.num_batches_tracked', 'xception_features.block8.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block19.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block14.rep.1.pointwise_bn.num_batches_tracked', 'xception_features.block3.rep.5.depthwise_bn.num_batches_tracked', 'xception_features.block4.rep.1.depthwise_bn.num_batches_tracked', 'xception_features.block4.rep.1.pointwise_bn.num_batches_tracked', 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--images_path
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