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Python Package for Airborne RGB machine learning

Results 194 DeepForest issues
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Currently the output method is a simple plot and `boxes.head()` will give `x_min` `x_max` `y_min` `y_max` bounding boxes around detections. It would be great if, in the case the input...

Feature Request
good first issue

Fixes Issue #516: The following modifications have been made: - Updated the `boxes_to_shapefile` function in `utilities.py` to use the 'rgb' argument instead of 'image_path'. - Modified the test functions in...

https://openaccess.thecvf.com/content_CVPRW_2020/papers/w11/Li_Density_Map_Guided_Object_Detection_in_Aerial_Images_CVPRW_2020_paper.pdf We often have multi-scale challenges, especially as predict_tile just cuts images into uniform pieces. This an interesting idea for bird detection. with trees the images are often uniformly trees.

Ideas for Machine Learning!

When we are dealing with multi-class models, we wait pretty late until a non-matching label error is thrown. ``` Exception has occurred: KeyError Caught KeyError in DataLoader worker process 0....

good first issue

See #394. It's a little confusing because all of the layers that we trained are being fine tuned, but (I think) not all of the layers in the underlying Retinanet.

good first issue
Docs

I've noticed that ``` from deepforest import main ``` is quite slow, much slower than any typical package. What is causing this?

bug
good first issue
dependencies

predict.predict_file needs a resizing function.

bug
good first issue

It is more a question, I would like to understand why the training does not use the background as a class equal to 0. The documentation of RetinaNet stipulates: num_classes...

help wanted
question
Performance

Useful to show people to use create_trainer to pip in kwargs.

good first issue