datumaro
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Support bboxes in Cityscapes
In the dataset(Cityscapes1) folder, I have placed below folders
- imgsFine
- leftImg8bit
- train
-
- *_leftImg8bit.png
-
- train
- leftImg8bit
- gtFine
- gtBboxCityPersons
- gtBbox3d
- gtCoarse
and then executed below commands $ datum create $ datum import -f cityscapes -i D:\Downloads\Compressed\Cityscapes1 --overwrite $ datum export -f voc -o city_out --overwrite
But the generated VOC XML files do not contain object tag.
Hi, Currently, our Cityscapes format implementation only works with segmentation masks. We're open for requests and PRs on boxes and cuboids.
As a workaround, you can try to convert masks into boxes using the shapes_to_boxes
transform:
datum create <...>
datum import <...>
datum transform -t shapes_to_boxes -o boxes_proj
datum export -p boxes_proj -f voc -o city_out -- --save-images
Thanks @zhiltsov-max . With your solution, able to get the bbox info in XML file. In the generated XML file, all labels are included. However, I need only few labels ( person, car, truck).
I have tried below commands
datum create <...>
datum import <...>
datum transform -t shapes_to_boxes -o boxes_proj
datum transform -p boxes_proj -t remap_labels -o proj_new -- -l person:person -l car:car -l truck:truck -l bus:bus --default delete
datum export -p proj_new -f voc -o cityscapes -- --save-images
When export command is run, below warning is shown. WARNING: The following labels are remapped to background: car, truck, bus
Then in the XML file, only person label is present. Can you let me know how I can retain the required few labels info in the XML
@MohsinMohammad, apparently, you've met the issue being fixed in #478. In the version you're using, try to call export with the -- --label-map cityscapes
parameter (if the labels are from Cityscapes) or create a colormap file like this (for custom labels):
labels.txt
# B G R label_name
0 0 0 background
1 2 1 person
4 5 6 car
7 8 9 truck
5 12 6 bus
...
And pass it as -- --label-map labels.txt
.