Yili Zhao

Hi, is it possible to fine-tune the pretrained SE-ResNet-50 model on custom dataset and how to? Thanks!

1. lib/CMakeLists.txt: in Ubuntu 12.04, uses system zlib, blas and minpack to avoid conflicts 2. src/BundlerApp.h: adjust derived class constructor to invoke base class constructor grammer to avoid g++ compile...

May you supply a multi-class semantic segmentation example, thanks!

Hi, may you add notebook example of semantic segmentation for satellite images? Thanks!

May you consider to update `torchsummary` to `torchinfo`, thanks! - torchsummary - https://github.com/sksq96/pytorch-summary - torchinfo - https://github.com/TylerYep/torchinfo

This [line ](https://github.com/sdsubhajitdas/Brain-Tumor-Segmentation/blob/master/bts/model.py#L129) `output = F.sigmoid(self.conv10(conv9)) ` cause `UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead. warnings.warn("nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.")` It should be: `output = torch.sigmoid(self.conv10(conv9))`

I want to train with custom dataset, and I have some questions: (1) my custom dataset has two folders `images` and `labels`, where each label image is RGB image which...

Training loss doesn't converge for custom dataset

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My custom training dataset has 5000 color images and 5000 corresponding mask images. ``` 2017-04-21 21:21:12,678 Start optimization 2017-04-21 21:21:14,525 Iter 0, Minibatch Loss= 0.6760, Training Accuracy= 0.6090, Minibatch error=...

INVALID_ARGUMENT: ValueError: Attempt to convert a value (None) with an unsupported type (<class 'NoneType'>) to a Tensor

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``` train_image_paths = [os.path.join(train_img_dir, x) for x in os.listdir(train_img_dir) if x.endswith('.png')] train_mask_paths = [os.path.join(train_mask_dir, x) for x in os.listdir(train_mask_dir) if x.endswith('.png')] print(train_image_paths[0:3]) print(train_mask_paths[0:3]) ``` Which output: ``` ['dataset/train_dir/uav_aerials/97.png', 'dataset/train_dir/uav_aerials/76.png', 'dataset/train_dir/uav_aerials/136.png']...

How to annotate local images?

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I wish to annotate local images, and I just copy them into the node/rest/data directory, what is the next step? And, if the local images have these directories structures: ----images...