利用Paddle框架复现CRAFT

Overview

CRAFT-Paddle

利用Paddle框架复现CRAFT

CRAFT

本项目基于paddlepaddle框架复现CRAFT,并参加百度第三届论文复现赛,将在2021年5月15日比赛完后提供AIStudio链接~敬请期待

参考项目:

CRAFT: Character-Region Awareness For Text detection

项目配置

pip install -r requirements.txt

你应该具有以下目录

/home/aistudio/CRAFT(工程目录)
/home/aistudio/Data(数据集文件)

数据集文件已挂载,自行解压即可

训练

The code for training is not included in this repository, and we cannot release the full training code for IP reason.

作者并未提供训练代码

权重转换

这里用到了X2Paddle神器,转换代码如下,具体使用文档参见X2Paddle

from craft import CRAFT
import torch
from collections import OrderedDict
import imgproc
import numpy as np
import cv2

def copyStateDict(state_dict):
    if list(state_dict.keys())[0].startswith("module"):
        start_idx = 1
    else:
        start_idx = 0
    new_state_dict = OrderedDict()
    for k, v in state_dict.items():
        name = ".".join(k.split(".")[start_idx:])
        new_state_dict[name] = v
    return new_state_dict

# 构建输入
input_data = np.random.rand(1, 3, 736, 1280).astype("float32")
net = CRAFT()
net.load_state_dict(copyStateDict(torch.load('craft_mlt_25k.pth')))
net = net.cuda()
net.eval()

# 进行转换
from x2paddle.convert import pytorch2paddle
pytorch2paddle(net, 
          save_dir="paddlemodel", 
          jit_type="trace", 
          input_examples=[torch.tensor(input_data).cuda()])

完成后你会出现如下文件目录

/home/aistudio/CRAFT/paddlemodel
└───inference_model
└──────model.pdiparams
└──────model.pdiparams.info
└──────model.pdmodel
└───model.pdparams
└───x2paddle_code.py

使用同样的方式转换refinenet

测试

模型下载

提取码:4yy1

AIStudio链接

cd /home/aistudio/CRAFT
python test.py

Model name Used datasets Languages Purpose Model Link
General SynthText, IC13, IC17 Eng + MLT For general purpose craft_mlt_25k
IC15 SynthText, IC15 Eng For IC15 only craft_ic15_20k
LinkRefiner CTW1500 - Used with the General Model craft_refiner_CTW1500

下图是实际测试效果

评估

可以采用以下代码进行评估

cd /home/aistudio/CRAFT
python eval.py
cd /home/aistudio/CRAFT/outputs/submit_ic15/
zip ../submit_ic15.zip *
cd /home/aistudio/CRAFT/eval
`./eval_ic15.sh` or `bash eval_ic15.sh`
Method Dataset Backbone refiner Precision (%) Recall (%) F-measure (%) Model
basenet ICDAR2015 VGG16_BN N 82.2 77.9 80.0 craft_ic15_20k
basenet ICDAR2015 VGG16_BN N 85.1 79.4 82.2 craft_mlt_25k
basenet ICDAR2015 VGG16_BN Y 61.9 45.1 52.2 craft_ic15_20k
basenet ICDAR2015 VGG16_BN Y 63.1 43.3 51.4 craft_mlt_25k

评估total_text数据集可参见我的PSNET项目eval文件价下的评估代码

关于作者

姓名 郭权浩
学校 电子科技大学研2020级
研究方向 计算机视觉
主页 Deep Hao的主页
如有错误,请及时留言纠正,非常蟹蟹!
后续会有更多论文复现系列推出,欢迎大家有问题留言交流学习,共同进步成长!
Owner
QuanHao Guo
master at UESTC
QuanHao Guo
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