https://github.com/soumik12345/image-depth-prediction

https://github.com/soumik12345/image-depth-prediction

conditional-gan deep-learning gan kitti-dataset stereo-depth-estimation tensorflow tensorflow-2

Last synced: 5 months ago
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• Host: GitHub
• URL: https://github.com/soumik12345/image-depth-prediction
• Owner: soumik12345
• Created: 2020-04-02T07:53:21.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2022-12-08T03:57:43.000Z (almost 3 years ago)
• Last Synced: 2025-03-31T22:23:50.314Z (6 months ago)
• Topics: conditional-gan, deep-learning, gan, kitti-dataset, stereo-depth-estimation, tensorflow, tensorflow-2
• Language: Jupyter Notebook
• Size: 15 MB
• Stars: 14
• Watchers: 2
• Forks: 3
• Open Issues: 13
• Metadata Files:
  • Readme: README.md

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README

          
# Image Depth Prediction using GANs

Tensorflow 2.2.0 implementation of single image stereo depthmap prediction using GANs.

## Details

Schematics for the Architectures are available [here](./models.md).

*Dataset Link:* [https://www.kaggle.com/greg115/pix2pix-depth](https://www.kaggle.com/greg115/pix2pix-depth)

The images have been taken from the KITTI Vision Benchmark Suite and the depthmaps were generated using the SGBM Algorithm.

## Results

![](./assets/val_res_1.png)

![](./assets/val_res_2.png)

![](./assets/val_res_3.png)

![](./assets/val_res_4.png)

![](./assets/val_res_5.png)