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Ali Shahin Shamsabadi's Projects

2021 icon 2021

ASVspoof 2021 Baseline Systems

colorfool icon colorfool

PyTorch implementation of ColorFool: Semantic Adversarial Colorization, CVPR2020

darknetz icon darknetz

runs several layers of a deep learning model in TrustZone

dpfe icon dpfe

Implementation of "Deep Private-Feature Extraction (DPFE)"

edgefool-1 icon edgefool-1

Official implementation of EDGEFOOL: AN ADVERSARIAL IMAGE ENHANCEMENT FILTER in PyTorch, ICASSP2020

jax icon jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

mnemonist icon mnemonist

Implementation of Mnemonist: Locating Model Parameters that Memorize Training Examples, UAI2023

models icon models

Models and examples built with TensorFlow

opacus icon opacus

Training PyTorch models with differential privacy

pase icon pase

Problem Agnostic Speech Encoder

privacy icon privacy

Library for training machine learning models with privacy for training data

privedge icon privedge

Implementation of PrivEdge in Keras, IEEE TIFS.

pytorch-msssim icon pytorch-msssim

PyTorch differentiable Multi-Scale Structural Similarity (MS-SSIM) loss

resmlp-pytorch icon resmlp-pytorch

ResMLP: Feedforward networks for image classification with data-efficient training

ssim-map-calculation-of-an-image-in-python icon ssim-map-calculation-of-an-image-in-python

This is the exact Python version of the following MATLAB code: https://ece.uwaterloo.ca/~z70wang/research/ssim/ssim_index.m SSIM index is a full reference image quality index. For more details, refer to the following paper: Z. Wang, A. C. Bovik, H. R. Sheikh, and E. P. Simoncelli, "Image quality assessment: From error measurement to Structural similarity" IEEE Transactios on Image Processing, vol. 13, no. 1, Jan. 2004. In the above Python version of the code, constants used are the default constants as mentioned in the MATLAB code. Usage: ssim_index, ssim_map = cal_ssim(img1, img2) img1, img2 are single channel or RBG image

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