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
Autonomous Driving project for Euro Truck Simulator 2

hope-autonomous-driving Autonomous Driving project for Euro Truck Simulator 2 Video: How is it working ? In this video, the program processes the imag

Umut Görkem Kocabaş 36 Nov 06, 2022
A real-time dolly zoom camera effect

Dolly-Zoom I've always been amazed by the gradual perspective change of dolly zoom, and I have some experience in python and OpenCV, so I decided to c

Dylan Kai Lau 52 Dec 08, 2022
Handwriting Recognition System based on a deep Convolutional Recurrent Neural Network architecture

Handwriting Recognition System This repository is the Tensorflow implementation of the Handwriting Recognition System described in Handwriting Recogni

Edgard Chammas 346 Jan 07, 2023
Single Shot Text Detector with Regional Attention

Single Shot Text Detector with Regional Attention Introduction SSTD is initially described in our ICCV 2017 spotlight paper. A third-party implementat

Pan He 215 Dec 07, 2022
This repository provides train&test code, dataset, det.&rec. annotation, evaluation script, annotation tool, and ranking.

SCUT-CTW1500 Datasets We have updated annotations for both train and test set. Train: 1000 images [images][annos] Additional point annotation for each

Yuliang Liu 600 Dec 18, 2022
Using Opencv ,based on Augmental Reality(AR) and will show the feature matching of image and then by finding its matching

Using Opencv ,this project is based on Augmental Reality(AR) and will show the feature matching of image and then by finding its matching ,it will just mask that image . This project ,if used in cctv

1 Feb 13, 2022
PyQT5 app that colorize black & white pictures using CNN(use pre-trained model which was made with OpenCV)

About PyQT5 app that colorize black & white pictures using CNN(use pre-trained model which was made with OpenCV) Colorizor Приложение для проекта Yand

1 Apr 04, 2022
Document manipulation detection with python

image manipulation detection task: -- tianchi function image segmentation salie

JiaKui Hu 3 Aug 22, 2022
Open Source Computer Vision Library

OpenCV: Open Source Computer Vision Library Resources Homepage: https://opencv.org Courses: https://opencv.org/courses Docs: https://docs.opencv.org/m

OpenCV 65.7k Jan 03, 2023
Rubik's Cube in pygame with OpenGL

Rubik Rubik's Cube in pygame with OpenGL The script show on the screen a Rubik Cube buit with OpenGL. Then I have also implemented all the possible mo

Gabro 2 Apr 15, 2022
Assignment work with webcam

work with webcam : Press key 1 to use emojy on your face Press key 2 to use lip and eye on your face Press key 3 to checkered your face Press key 4 to

Hanane Kheirandish 2 May 31, 2022
Python-based tools for document analysis and OCR

ocropy OCRopus is a collection of document analysis programs, not a turn-key OCR system. In order to apply it to your documents, you may need to do so

OCRopus 3.2k Dec 31, 2022
PSENet - Shape Robust Text Detection with Progressive Scale Expansion Network.

News Python3 implementations of PSENet [1], PAN [2] and PAN++ [3] are released at https://github.com/whai362/pan_pp.pytorch. [1] W. Wang, E. Xie, X. L

1.1k Dec 24, 2022
Code for the paper "DewarpNet: Single-Image Document Unwarping With Stacked 3D and 2D Regression Networks" (ICCV '19)

DewarpNet This repository contains the codes for DewarpNet training. Recent Updates [May, 2020] Added evaluation images and an important note about Ma

<a href=[email protected]"> 354 Jan 01, 2023
Code for the paper "Controllable Video Captioning with an Exemplar Sentence"

SMCG Code for the paper "Controllable Video Captioning with an Exemplar Sentence" Introduction We investigate a novel and challenging task, namely con

10 Dec 04, 2022
Recognizing the text contents from a scanned visiting card

Recognizing the text contents from a scanned visiting card. The application which is used to recognize the text from scanned images,printeddocuments,r

Faizan Habib 1 Jan 28, 2022
This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the robots of the future.

This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the

Elkin Javier Guerra Galeano 17 Nov 03, 2022
An unofficial package help developers to implement ZATCA (Fatoora) QR code easily which required for e-invoicing

ZATCA (Fatoora) QR-Code Implementation An unofficial package help developers to implement ZATCA (Fatoora) QR code easily which required for e-invoicin

TheAwiteb 28 Nov 03, 2022
A list of hyperspectral image super-solution resources collected by Junjun Jiang

A list of hyperspectral image super-resolution resources collected by Junjun Jiang. If you find that important resources are not included, please feel free to contact me.

Junjun Jiang 301 Jan 05, 2023
Handwritten_Text_Recognition

Deep Learning framework for Line-level Handwritten Text Recognition Short presentation of our project Introduction Installation 2.a Install conda envi

24 Jul 15, 2022