when I use sliding_patch.ipynb

from caffe.classifier import Classifier

model_def = "/home/zsx/deep-learning-traffic-lights-master/model/deploy.prototxt"
model_weights = "/home/zsx/deep-learning-traffic-lights-master/model/train_squeezenet_trainval_manual_p2__iter_3817.caffemodel"

c = Classifier(
model_def,
model_weights,
mean=np.array([104, 117, 123]),
raw_scale=255,
channel_swap=(2,1,0),
image_dims=(256, 256))

set batch size

BATCH_SIZE = 64
c.blobs['data'].reshape(BATCH_SIZE, 3, c.blobs['data'].shape[2], c.blobs['data'].shape[3])
c.blobs['prob'].reshape(BATCH_SIZE, 3)
c.reshape()

def class_idx_to_name(idx):
return ['none', 'red', 'green'][idx]

[I 21:58:49.510 NotebookApp] KernelRestarter: restarting kernel (1/5)
WARNING:root:kernel 09a50faf-6028-42f2-8e9b-3294050616e8 restarted
My ipython on the restart, which is why?

Hi David,
I'm very interested in your work, and I want to do some experiments about it too, but the Nexar Challenge #1 has been closed. Could you please send the challenge dataset to me. Thank you very much.

Hello,can you give me the data of the traffic light,I can not download the data from Nexar.

I'm a new learner and want to build a traffic light recognizing app.I want to convert one of your model to CoreML type .But I have no idea which one should I use.
Please forgive my ignorance.Looking forward to your reply!

Hi,

What is the processing time or frame rate of the final model?

Thanks,
Madhu.

I would like to ask you this project which the data which download: https://github.com/davidbrai/deep-learning-traffic-lights :
~/nexar/images/
~/nexar/labels_test.txt
~/nexar/lmdb/test_lmdb

Thank you！

Hi. May I have the dataset of the NEXAR Challenge One? The challenge has been closed and I cannot download the dataset from the website. Thank you for your time.

Great project. I'm trying to give it a go. Do you think you can make available the dataset?

Hello, I used AWS service. There is a problem, would like to ask you again

In my AWS use I used a P2 xlarge, this in my use, aws service staff told me that the use of ssh link to use AWS p2.

There is no way to use jupyter notebook. Do you use the desktop UI? How to use the browser-based jupyter notebook.

If you can be convenient, give me a little share

Can you tell me what about you? How long will it take you to train in your network? I would like to estimate how much money I need to spend with AWS.

I'll be greatful if you contact me. [email protected]

hello, I use python3.5 to run test demo edited with notepad++, and it leads to the error "AttributeError: 'dict' object has no attribute 'itervalues'" as the following, how can i solve it? Your help will be greatly appreciated.
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The error is fixed with changing my python path… you can close this Issue， thx.