ID: 5d861bb7850bb704a303272d

GAN City to GTA

by SHIVAM GARG

GAN to convert City landscape images to GTA5 like Images


License: Not Specified

Tags: GAN Pytorch torchvision computer vision

Ā Model stats and performance
Dataset Used Cityscapes Dataset
Framework PyTorch
OS Used Linux
Publication View
Inference time in seconds per sample.

Performance data is not available.

Screenshots


WHAT IS IT?

Want to imagine how your city will look like in GTA? This AI model helps you to convert city images into GTA like images.

HOW TO USE?

To run The Inference Script run this command python run.py -input ../input/panda.jpg -generatestats 1 -infer 1 -gpu 0.25 -modelpath ../model/mobilenet_v2_1.4_224_frozen.pb

For help, python run.py -h

Usage

run.py -h [--config CONFIG] [--input INPUT]

              [--output_folder OUTPUT_FOLDER] [--checkpoint CHECKPOINT]
              [--style STYLE] [--a2b A2B] [--seed SEED]
              [--num_style NUM_STYLE] [--synchronized] [--output_only]
              [--output_path OUTPUT_PATH] [--trainer TRAINER]

ARGUMENTS DETAILS HELP OPTIONS
--config CONFIG net configuration
--input INPUT input image path
--output_folder OUTPUT_FOLDER output image path
--checkpoint CHECKPOINT checkpoint of autoencoders
--style STYLE style image path
--a2b A2B 1 for a2b and others for b2a
--num_style NUM_STYLE number of styles to sample
--synchronised SYNCHRONISED whether use synchronised style code or not
--output_path OUTPUT_PATH path for logs, checkpoints, and VGG model weight

WHAT ARE THE REQUIREMENTS?

To get all the requirements and dependencies installed run the command For GPU - pip install -r gpu_requirements.txt For CPU - pip install -r cpu_requirements.txt

Author View Profile


SHIVAM GARG
New Delhi, India
Level 41 74240 XP

3003 Profile
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A philosophy student cleverly disguised as a Coax Deep Learning engineer spending whole day, practically every day, experimenting with TensorFlow,Pytorch, and Caffe; dabbling with Python and C++; and drinking a wide variety of Coffee everyday.

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