bad inference result

[amiltonwong]

Hi, @hellochick ,

I have performed the inference step after downloading the weight ckpt files you provided :
python inference.py --img-path=./input/indoor_2.jpg --dataset cityscapes.

However, the result I got is very different to yours. (result link)

Would you suggest me how to solve this issue?

THANKS!

[hellochick]

Hey @amiltonwong, if you want to inference on indoor photos, please set --dataset ade20k and download the correct pre-trained model from here

[amiltonwong]

Thanks a lot, @hellochick .
I solved it :)

[zl535320706]

hi, @hellochick I also use your model files and you provided:
python inference.py --img-path=./input/indoor_2.jpg --dataset ade20k.
and I can't get the same results as yours. And my system info is as below
python 2.7
tensorflow 1.2.0
Well, I can run inference.py, and output prediction with some messages as follow:

/home/username/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6
return f(*args, **kwds)
/home/username/anaconda3/lib/python3.6/site-packages/h5py/init.py:36: FutureWarning: Conversion of the second argument of issubdtype from float to np.floating is deprecated. In future, it will be treated as np.float64 == np.dtype(float).type.
from ._conv import register_converters as _register_converters
successful load img: ./input/indoor_2.jpg
2018-10-12 22:16:40.150088: I tensorflow/core/platform/cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX
2018-10-12 22:16:40.425267: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1030] Found device 0 with properties:
name: Tesla K40c major: 3 minor: 5 memoryClockRate(GHz): 0.745
pciBusID: 0000:83:00.0
totalMemory: 11.17GiB freeMemory: 11.10GiB
2018-10-12 22:16:40.425349: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1120] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: Tesla K40c, pci bus id: 0000:83:00.0, compute capability: 3.5)
No checkpoint file found.

@amiltonwong