Search Results for author: Rafia Rahim

Found 4 papers, 4 papers with code

Separable Convolutions for Optimizing 3D Stereo Networks

1 code implementation23 Aug 2021 Rafia Rahim, Faranak Shamsafar, Andreas Zell

In this work first, we show that these 3D convolutions in stereo networks consume up to 94% of overall network operations and act as a major bottleneck.

MobileStereoNet: Towards Lightweight Deep Networks for Stereo Matching

3 code implementations22 Aug 2021 Faranak Shamsafar, Samuel Woerz, Rafia Rahim, Andreas Zell

Depending on the dimension of cost volume, we design a 2D and a 3D model with encoder-decoders built from 2D and 3D convolutions, respectively.

Disparity Estimation Stereo Depth Estimation +1

Improving Super-Resolution Methods via Incremental Residual Learning

1 code implementation21 Aug 2018 Muneeb Aadil, Rafia Rahim, Sibt Ul Hussain

Recently, Convolutional Neural Networks (CNNs) have shown promising performance in super-resolution (SR).

Super-Resolution

End-to-end Trained CNN Encode-Decoder Networks for Image Steganography

4 code implementations20 Nov 2017 Atique ur Rehman, Rafia Rahim, M Shahroz Nadeem, Sibt Ul Hussain

All the existing image steganography methods use manually crafted features to hide binary payloads into cover images.

Image Steganography SSIM

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