All Projects → agusgun → Fakeimagedetector

agusgun / Fakeimagedetector

Licence: mit
Image Tampering Detection using ELA and CNN

Projects that are alternatives of or similar to Fakeimagedetector

Deep learning projects
Stars: ✭ 28 (-69.89%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Image classifier
CNN image classifier implemented in Keras Notebook 🖼️.
Stars: ✭ 139 (+49.46%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Keras transfer cifar10
Object classification with CIFAR-10 using transfer learning
Stars: ✭ 120 (+29.03%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Deep Learning With Python
Deep learning codes and projects using Python
Stars: ✭ 195 (+109.68%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Computer Vision
Programming Assignments and Lectures for Stanford's CS 231: Convolutional Neural Networks for Visual Recognition
Stars: ✭ 408 (+338.71%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Pytorch Image Classification
Tutorials on how to implement a few key architectures for image classification using PyTorch and TorchVision.
Stars: ✭ 272 (+192.47%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Knowledge Distillation Keras
A machine learning experiment
Stars: ✭ 160 (+72.04%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Pba
Efficient Learning of Augmentation Policy Schedules
Stars: ✭ 461 (+395.7%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Computervision Recipes
Best Practices, code samples, and documentation for Computer Vision.
Stars: ✭ 8,214 (+8732.26%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks, image-classification
Gtsrb
Convolutional Neural Network for German Traffic Sign Recognition Benchmark
Stars: ✭ 65 (-30.11%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Sru Deeplearning Workshop
دوره 12 ساعته یادگیری عمیق با چارچوب Keras
Stars: ✭ 66 (-29.03%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Cnn Interpretability
🏥 Visualizing Convolutional Networks for MRI-based Diagnosis of Alzheimer’s Disease
Stars: ✭ 68 (-26.88%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Audio classification
CNN 1D vs 2D audio classification
Stars: ✭ 65 (-30.11%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Pneumonia Detection From Chest X Ray Images With Deep Learning
Detecting Pneumonia in Chest X-ray Images using Convolutional Neural Network and Pretrained Models
Stars: ✭ 64 (-31.18%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Equivariant Transformers
Equivariant Transformer (ET) layers are image-to-image mappings that incorporate prior knowledge on invariances with respect to continuous transformations groups (ICML 2019). Paper: https://arxiv.org/abs/1901.11399
Stars: ✭ 68 (-26.88%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Deep Ranking
Learning Fine-grained Image Similarity with Deep Ranking is a novel application of neural networks, where the authors use a new multi scale architecture combined with a triplet loss to create a neural network that is able to perform image search. This repository is a simplified implementation of the same
Stars: ✭ 64 (-31.18%)
Mutual labels:  convolutional-neural-networks, image-classification
Age Gender Estimation
Keras implementation of a CNN network for age and gender estimation
Stars: ✭ 1,195 (+1184.95%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Attention Gated Networks
Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation
Stars: ✭ 1,237 (+1230.11%)
Mutual labels:  convolutional-neural-networks, image-classification
Cnn graph
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
Stars: ✭ 1,110 (+1093.55%)
Mutual labels:  jupyter-notebook, convolutional-neural-networks
Pytorch Book
PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation (《深度学习框架PyTorch:入门与实战》)
Stars: ✭ 9,546 (+10164.52%)
Mutual labels:  jupyter-notebook, image-classification

Fake Image Detector

Image Tampering Detection using ELA and CNN


Members

  1. Agus Gunawan
  2. Holy Lovenia
  3. Adrian Hartanto Pramudita

Indonesian paper/documentation

Get it here!

Project objective

Combine the implementation of error-level analysis (ELA) and deep learning to detect whether an image has undergone fabrication or/and editing process or not, e.g. splicing.

Methods

  1. Error-level analysis
  2. Convolutional neural networks (CNN)

Architecture

full-architecture

Result

  • Convergence: Epoch 9
  • Best accuracy: 91.83% (epoch 9)

Dataset

Please refer to issue #1.

Note that the project description data, including the texts, logos, images, and/or trademarks, for each open source project belongs to its rightful owner. If you wish to add or remove any projects, please contact us at [email protected].