allykgray / detectiontutorialspacenet Goto Github PK
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This is a tutorial on training a network to detect buildings with the SpaceNet data.
In reference to your data preprocessing section, where you mention:
The BEE-Sharp script convert_Kaggle.py (check file name) converts the coordinate data to pixels.
Do you have this script that can be uploaded to this repo, or is there another repo that has this script?
Thanks!
Hello. I tried to implement the Caffe model as specified in the repo, but I am getting the following error when I implement the model in DIGITS. Here is the record from the log file.
Traceback (most recent call last):
File "/usr/local/lib/python2.7/dist-packages/digits/scheduler.py", line 512, in run_task
task.run(resources)
File "/usr/local/lib/python2.7/dist-packages/digits/task.py", line 189, in run
self.before_run()
File "/usr/local/lib/python2.7/dist-packages/digits/model/tasks/caffe_train.py", line 220, in before_run
self.save_files_generic()
File "/usr/local/lib/python2.7/dist-packages/digits/model/tasks/caffe_train.py", line 734, in save_files_generic
CaffeTrainTask.net_sanity_check(deploy_network, caffe_pb2.TEST)
File "/usr/local/lib/python2.7/dist-packages/digits/model/tasks/caffe_train.py", line 1654, in net_sanity_check
"TRAIN" if phase == caffe_pb2.TRAIN else "TEST"
CaffeTrainSanityCheckError: Layer 'val_transform' references bottom 'label' at the TEST stage however this blob is not included at that stage. Please consider using an include directive to limit the scope of this layer.
This error seems related to this particular section of the caffe model, below. Not sure what is causing, the error. Could it be related to the name "label" versus perhaps "val_label" or something?
Any suggestions would be appreciated.
layer {
name: "val_transform"
type: "DetectNetTransformation"
bottom: "data"
bottom: "label"
top: "transformed_data"
top: "transformed_label"
include {
phase: TEST
}
transform_param {
mean_value: 127.0
}
detectnet_groundtruth_param {
stride: 16
scale_cvg: 0.4
gridbox_type: GRIDBOX_MIN
min_cvg_len: 20
coverage_type: RECTANGULAR
image_size_x: 1280
image_size_y: 1280
obj_norm: true
crop_bboxes: false
}
}
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