muntakimrafi

random-promoter-dream-challenge-2022

6-PACK

"6-PACK: Category-level 6D Pose Tracker with Anchor-Based Keypoints" code repository

Application-of-DenseNet-in-Camera-Model-Identification-and-Post-processing-Detection

Camera model identification has earned paramount importance in the field of image forensics with an upsurge of digitally altered images which are constantly being shared through websites, media, and social applications. But, the task of identification becomes quite challenging if metadata are absent from the image and/or if the image has been post-processed. In this paper, we present a DenseNet pipeline to solve the problem of identifying the source camera-model of an image. Our approach is to extract patches of 256 x 256 from a labeled image dataset and apply augmentations, i.e., Empirical Mode Decomposition (EMD). We use this extended dataset to train a Neural Network with the DenseNet-201 architecture. We concatenate the output features for 3 different sizes (64x64, 128x128, 256x256) and pass them to a secondary network to make the final prediction. This strategy proves to be very robust for identifying the source camera model, even when the original image is post-processed. Our model has been trained and tested on the Forensic Camera-Model Identification Dataset provided for the IEEE Signal Processing (SP) Cup 2018. During testing we achieved an overall accuracy of 98.37%, which is the current state-of-the-art on this dataset using a single model. We used transfer learning and tested our model on the Dresden Database for Camera Model Identification, with an overall test accuracy of over 99% for 19 models. In addition, we demonstrate that the proposed pipeline is suit- able for other image-forensic classification tasks, such as, detecting the type of post-processing applied to an image with an accuracy of 96.66% - which indicates the generality of our approach.

deepmind-research

This repository contains implementations and illustrative code to accompany DeepMind publications

instagram-scraper

scrapes medias, likes, followers, tags and all metadata. Inspired by instagram-php-scraper,bot

PharmaHacks2022_AR-r-OW

random-promoter-dream-challenge

RemNet-remnant-convolutional-neural-network-for-camera-model-identification

TIA2020-Recurrent-3D-DenseUNet

muntakimrafi/TIA2020-Recurrent-3D-DenseUNet

muntakimrafi/PharmaHacks2022_AR-r-OW

muntakimrafi/RemNet-remnant-convolutional-neural-network-for-camera-model-identification

muntakimrafi/deepmind-research

This repository contains implementations and illustrative code to accompany DeepMind publications

muntakimrafi/random-promoter-dream-challenge

muntakimrafi/awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

muntakimrafi/CellOracle

This is the alpha version of the CellOracle package

muntakimrafi/ChromBPNet-torch

This repository hosts a minimal version of a Python API for BPNet.

muntakimrafi/CisRegModels

Scripts for building computational models of gene regulation with tensorflow

muntakimrafi/compute-canada-hpc

Beginner tutorials and help for using Compute Canada's High Performance Computer. Learn to setup and run a Jupyter Notebook!

muntakimrafi/Deep-Learning-Papers-Reading-Roadmap

Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!

muntakimrafi/effcossim

Efficient Pairwise Cosine Similarity Computation

muntakimrafi/enforemer_embeddings

Repository containing code to extract the embeddings of the Enformer model.

muntakimrafi/evolution

This repository contains the code for our manuscript - 'The evolution, evolvability, and engineering gene regulatory DNA'

muntakimrafi/grav-theme-ceevee

Ceevee is a clean, modern, fully responsive site template for your resume and portfolio. With this template, you can easily introduce yourself and showcase your works to future clients and employers. Also, it is flexible and easy to customize so you even use this template as a creative, business or portfolio site for your company.

muntakimrafi/improved_CcGAN

Continuous Conditional Generative Adversarial Networks for Image Generation

muntakimrafi/keras-genomics

Genomics layers for Keras 2

muntakimrafi/keras-inception-resnet-v2

The Inception-ResNet v2 model using Keras (with weight files)

muntakimrafi/kipoiseq

Standard set of data-loaders for training and making predictions for DNA sequence-based models.

muntakimrafi/KMC

Fast and frugal disk based k-mer counter

muntakimrafi/ML-Tutorial-For-Stem-Cell-Network

muntakimrafi/muntakimrafi.github.io

muntakimrafi/open_model_zoo

Pre-trained Deep Learning models and demos (high quality and extremely fast)

muntakimrafi/pyfaidx

Efficient pythonic random access to fasta subsequences

muntakimrafi/pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

muntakimrafi/pytorch-original-transformer

My implementation of the original transformer model (Vaswani et al.). I've additionally included the playground.py file for visualizing otherwise seemingly hard concepts. Currently included IWSLT pretrained models.

muntakimrafi/scBasset

Sequence-based Modeling of single-cell ATAC-seq using Convolutional Neural Networks.

muntakimrafi/streamlit-leaderboard

A general purpose leaderboard for small ML competitions using Streamlit

muntakimrafi/streamlit-leaderboard-1

Make simple competition leaderboard using streamlit in one file of code

muntakimrafi/tpunicorn

Babysit your preemptible TPUs