effdotsh/thumbfail

Uses a CNN shamelessly stolen from TensorFlow's examples to decide whether a thumbnail is clickable

Thumbfail

Install

Install with one of the 3 methods below: Please report an issue if you have any problems.

Linux/Mac

Download the respiratory with

git clone https://github.com/AI-Spawn/Thumbfail

Then install dependencies with

cd Thumbfail/
./run.sh

After that, set everything up with

./train.sh

this will take around 5 minutes.

Windows

Install Git

Download the respirtory with

git clone https://github.com/AI-Spawn/Thumbfail

Open the folder named Thumbfail Double click on run.bat or type run.bat in the cmd , than double click on train.bat or run train.bat

Manual Install (Windows/Mac/Linux)

First, install Git, then:

git clone https://github.com/AI-Spawn/Thumbfail
cd Thumbfail
python retrain.py --image_dir data --output_graph graph.pb --output_labels labels.txt
sudo apt install python3-pip
sudo apt install python-pip
sudo pip install tensorflow 
sudo pip install "tensorflow>=1.7.0" 
sudo pip install tensorflow-hub numpy argparse hashlib 
sudo pip install tensorflow --ignore-installed --upgrade 
curl -LO https://github.com/tensorflow/tensorflow/raw/master/tensorflow/examples/label_image/label_image.py
curl -LO https://github.com/tensorflow/hub/raw/master/examples/image_retraining/retrain.py
python retrain.py --image_dir data --output_graph graph.pb --output_labels labels.txt

Usage

Place an image named Thumbnail.jpg in the folder, if the image in not a jpg, use the manual option

Linux/Mac

./check.sh

Windows

Using cmd, check.bat

Manual

python label_image.py --graph=graph.pb --labels=labels.txt --input_layer=Placeholder --output_layer=final_result --image=[IMAGE NAME]

Updating the Program

This program is always updating, and getting better, to update your version re-run train.bat again for Windows or train.sh again for Linux/Mac. It's recommended to update every time before using the program.