CDM-Demo / read_me.md
wufan's picture
Upload 2 files
511bcfc verified
# Character Detection Matching (CDM)
## Demo
CDM: A Reliable Metric for Fair and Accurate Formula Recognition
![demo](assets/demo/demo.png)
Compair with BLEU and ExpRate:
![demo](assets/demo/cases.png)
## Installation Guide
Nodejs, imagemagic, pdflatex are requried packages when render pdf files and convert them to images, here are installation guides.
### install nodejs
download the package from [offical website](https://registry.npmmirror.com/binary.html?path=node/latest-v16.x/), and then run these commands.
```
tar -xvf node-v16.13.1-linux-x64.tar.gz
mv node-v16.13.1-linux-x64/* /usr/local/nodejs/
ln -s /usr/local/nodejs/bin/node /usr/local/bin
ln -s /usr/local/nodejs/bin/npm /usr/local/bin
node -v
```
### install imagemagic
the version of imagemagic installed by `apt-gt` usually be 6.x, so we also install it from source code.
```
git clone https://github.com/ImageMagick/ImageMagick.git ImageMagick-7.1.1
cd ImageMagick-7.1.1
./configure
make
sudo make install
sudo ldconfig /usr/local/lib
convert --version
```
### install latexpdf
```
apt-get update
sudo apt-get install texlive-full
```
### install python requriements
```
conda create -n CDM python=3.10 # optional
git clone xxx
cd xxx
pip install -r requirements.txt
```
## Usage
Should the installation go well, you may now enjoy the evaluation pipeline.
### 1. batch evaluation
```
python evaluation.py -i {path_to_your_input_json}
```
the format of input json like this:
```
[
{
"img_id": "case_1", # optional key
"gt": "y = 2z + 3x",
"pred": "y = 2x + 3z"
},
{
"img_id": "case_2",
"gt": "y = x^2 + 1",
"pred": "y = x^2 + 1"
},
...
]
```
### 2. run a gradio demo
```
python app.py
```