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
Responsive Doc. scanner using U^2-Net, Textcleaner and Tesseract

Responsive Doc. scanner using U^2-Net, Textcleaner and Tesseract Toolset U^2-Net is used for background removal Textcleaner is used for image cleaning

3 Jul 13, 2022
DouZero is a reinforcement learning framework for DouDizhu - 斗地主AI

[ICML 2021] DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning | 斗地主AI

Kwai 3.1k Jan 05, 2023
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
Image Detector and Convertor App created using python's Pillow, OpenCV, cvlib, numpy and streamlit packages.

Image Detector and Convertor App created using python's Pillow, OpenCV, cvlib, numpy and streamlit packages.

Siva Prakash 11 Jan 02, 2022
https://arxiv.org/abs/1904.01941

Character-Region-Awareness-for-Text-Detection- https://arxiv.org/abs/1904.01941 Train You can train SynthText data use python source/train_SynthText.p

DayDayUp 120 Dec 28, 2022
Python package for handwriting and sketching in Jupyter cells

ipysketch A Python package for handwriting and sketching in Jupyter notebooks. Usage A movie is worth a thousand pictures is worth a million words...

Matthias Baer 16 Jan 05, 2023
Super Mario Game With Python

Super_Mario Hello all this is a simple python program which tries to use our body as a controller for the super mario game Here I have used media pipe

Adarsh Badagala 219 Nov 25, 2022
Demo processor to illustrate OCR-D Python API

ocrd_vandalize/ Demo processor to illustrate the OCR-D/core Python API Description :TODO: write docs :) Installation From PyPI pip3 install ocrd_vanda

Konstantin Baierer 5 May 05, 2022
Using computer vision method to recognize and calcutate the features of the architecture.

building-feature-recognition In this repository, we accomplished building feature recognition using traditional/dl-assisted computer vision method. Th

4 Aug 11, 2022
The code for CVPR2022 paper "Likert Scoring with Grade Decoupling for Long-term Action Assessment".

Likert Scoring with Grade Decoupling for Long-term Action Assessment This is the code for CVPR2022 paper "Likert Scoring with Grade Decoupling for Lon

10 Oct 21, 2022
Markup for note taking

Subtext: markup for note-taking Subtext is a text-based, block-oriented hypertext format. It is designed with note-taking in mind. It has a simple, pe

Gordon Brander 224 Jan 01, 2023
Virtual Zoom Gesture using OpenCV

Virtual_Zoom_Gesture I have created a virtual zoom gesture where we can Zoom in and Zoom out any image and even we can move that image anywhere on the

Mudit Sinha 2 Dec 26, 2021
chineseocr/table_line 表格线检测模型pytorch版

table_line_pytorch chineseocr/table_detct 表格线检测模型table_line pytorch版 原项目github: https://github.com/chineseocr/table-detect 1、模型转换 下载原项目table_detect模型文

1 Oct 21, 2021
Run tesseract with the tesserocr bindings with @OCR-D's interfaces

ocrd_tesserocr Crop, deskew, segment into regions / tables / lines / words, or recognize with tesserocr Introduction This package offers OCR-D complia

OCR-D 38 Oct 14, 2022
Generating .npy dataset and labels out of given image, containing numbers from 0 to 9, using opencv

basic-dataset-generator-from-image-of-numbers generating .npy dataset and labels out of given image, containing numbers from 0 to 9, using opencv inpu

1 Jan 01, 2022
Camelot: PDF Table Extraction for Humans

Camelot: PDF Table Extraction for Humans Camelot is a Python library that makes it easy for anyone to extract tables from PDF files! Note: You can als

Atlan Technologies Pvt Ltd 3.3k Dec 31, 2022
Make OpenCV camera loops less of a chore by skipping the boilerplate and getting right to the interesting stuff

camloop Forget the boilerplate from OpenCV camera loops and get to coding the interesting stuff Table of Contents Usage Install Quickstart More advanc

Gabriel Lefundes 9 Nov 12, 2021
Convert scans of handwritten notes to beautiful, compact PDFs

Convert scans of handwritten notes to beautiful, compact PDFs

Matt Zucker 4.8k Jan 01, 2023
Tool which allow you to detect and translate text.

Text detection and recognition This repository contains tool which allow to detect region with text and translate it one by one. Description Two pretr

Damian Panek 176 Nov 28, 2022
Total Text Dataset. It consists of 1555 images with more than 3 different text orientations: Horizontal, Multi-Oriented, and Curved, one of a kind.

Total-Text-Dataset (Official site) Updated on April 29, 2020 (Detection leaderboard is updated - highlighted E2E methods. Thank you shine-lcy.) Update

Chee Seng Chan 671 Dec 27, 2022