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
huoyijie 1.2k Dec 29, 2022
Msos searcher - A half-hearted attempt at finding a magic square of squares

MSOS searcher A half-hearted attempt at finding (or rather searching) a MSOS (Magic Square of Squares) in the spirit of the Parker Square. Running I r

Niels Mündler 1 Jan 02, 2022
Connect Aseprite to Blender for painting pixelart textures in real time

Pribambase Pribambase is a small tool that connects Aseprite and Blender, to allow painting with instant viewport feedback and all functionality of ex

117 Jan 03, 2023
TextBoxes: A Fast Text Detector with a Single Deep Neural Network https://github.com/MhLiao/TextBoxes 基于SSD改进的文本检测算法,textBoxes_note记录了之前整理的笔记。

TextBoxes: A Fast Text Detector with a Single Deep Neural Network Introduction This paper presents an end-to-end trainable fast scene text detector, n

zhangjing1 24 Apr 28, 2022
Converts an image into funny, smaller amongus characters

SussyImage Converts an image into funny, smaller amongus characters Demo Mona Lisa | Lona Misa (Made up of AmongUs characters) API I've also added an

Dhravya Shah 14 Aug 18, 2022
This can be use to convert text in a file to handwritten text.

TextToHandwriting This can be used to convert text to handwriting. Clone this project or download the code. Run TextToImage.py give the filename of th

Ashutosh Mahapatra 2 Feb 06, 2022
Balabobapy - Using artificial intelligence algorithms to continue the text

Balabobapy - Using artificial intelligence algorithms to continue the text

qxtony 1 Feb 04, 2022
Computer vision applications project (Flask and OpenCV)

Computer Vision Applications Project This project is at it's initial phase. This is all about the implementation of different computer vision techniqu

Suryam Thapa 1 Jan 26, 2022
OpenGait is a flexible and extensible gait recognition project

A flexible and extensible framework for gait recognition. You can focus on designing your own models and comparing with state-of-the-arts easily with the help of OpenGait.

Shiqi Yu 335 Dec 22, 2022
PAGE XML format collection for document image page content and more

PAGE-XML PAGE XML format collection for document image page content and more For an introduction, please see the following publication: http://www.pri

PRImA Research Lab 46 Nov 14, 2022
Rest API Written In Python To Classify NSFW Images.

✨ NSFW Classifier API ✨ Rest API Written In Python To Classify NSFW Images. Fastest Solution If you don't want to selfhost it, there's already an inst

Akshay Rajput 23 Dec 30, 2022
Give a solution to recognize MaoYan font.

猫眼字体识别 该 github repo 在于帮助xjtlu的同学们识别猫眼的扭曲字体。已经打包上传至 pypi ,可以使用 pip 直接安装。 猫眼字体的识别不出来的原理与解决思路在采茶上 使用方法: import MaoYanFontRecognize

Aruix 4 Jun 30, 2022
A program that takes in the hand gesture displayed by the user and translates ASL.

Interactive-ASL-Recognition Using the framework mediapipe made by google, OpenCV library and through self teaching, I was able to create a program tha

Riddhi Bajaj 3 Nov 22, 2021
STEFANN: Scene Text Editor using Font Adaptive Neural Network

STEFANN: Scene Text Editor using Font Adaptive Neural Network @ The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2020.

Prasun Roy 208 Dec 11, 2022
Here use convulation with sobel filter from scratch in opencv python .

Here use convulation with sobel filter from scratch in opencv python .

Tamzid hasan 2 Nov 11, 2021
Um simples projeto para fazer o reconhecimento do captcha usado pelo jogo bombcrypto

CaptchaSolver - LEIA ISSO 😓 Para iniciar o codigo: pip install -r requirements.txt python captcha_solver.py Se você deseja pegar ver o resultado das

Kawanderson 50 Mar 21, 2022
Implement 'Single Shot Text Detector with Regional Attention, ICCV 2017 Spotlight'

SSTDNet Implement 'Single Shot Text Detector with Regional Attention, ICCV 2017 Spotlight' using pytorch. This code is work for general object detecti

HotaekHan 84 Jan 05, 2022
Deskewing images with slanted content

skew_correction De-skewing images with slanted content by finding the deviation using Canny Edge Detection. To Run: In python 3.6, from deskew import

13 Aug 27, 2022
Multi-choice answer sheet correction system using computer vision with opencv & python.

Multi choice answer correction 🔴 5 answer sheet samples with a specific solution for detecting answers and sheet correction. 🔴 By running the soluti

Reza Firouzi 7 Mar 07, 2022