FAST TEXT DETECTION FROM SINGLE HAZY IMAGE USING SMART DEVICE

被引:0
|
作者
Animesh, Chaitanya [1 ]
Mohanty, Sabyasachi [2 ]
Dutta, Tanima [2 ]
Gupta, Hari Prabhat [2 ]
机构
[1] Banaras Hindu Univ, Indian Inst Technol, Dept Elect Engn, Varanasi, Uttar Pradesh, India
[2] Banaras Hindu Univ, Indian Inst Technol, Dept Comp Sci & Engn, Varanasi, Uttar Pradesh, India
关键词
Contrast Enhancement; Haze Removal; Image Filtering; Maximum Weighted Matching; Smart Devices; Text Detection;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Smart devices have enabled massive improvements in road safety applications. Intelligent camera based driver assistance systems have made driving safe and comfortable. The performance of such systems, however, deteriorates in hazy weather conditions due to poor quality images captured by the smart devices. In this paper, we propose a novel framework for fast detection of text regions in a camera captured single hazy image. A novel text extraction technique using the channels of CMYK color space is used. A simple, fast, and efficient approach of using contrast enhancement technique suitable for smart devices is proposed. A maximum weighted matching based grouping approach is used to form words. We have also created a new dataset of hazy images that contains scene texts and manually annotated the words in it. The framework is implemented in different smart devices to show its efficiency.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] A Framework of Text Detection and Recognition from Natural Images for Mobile Device
    Selmi, Zied
    Ben Halima, Mohamed
    Wali, Ali
    Alimi, Adel M.
    NINTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2016), 2017, 10341
  • [42] Face Tampering Detection from Single Face Image using Gradient Method
    Singh, Aruni
    Tiwari, Shrikant
    Singh, Sanjay Kumar
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2013, 7 (01): : 17 - 30
  • [43] Shadow Detection and Removal from a Single Image Using LAB Color Space
    Murali, Saritha
    Govindan, V. K.
    CYBERNETICS AND INFORMATION TECHNOLOGIES, 2013, 13 (01) : 95 - 103
  • [44] ROBUST ROAD DETECTION FROM A SINGLE IMAGE USING ROAD SHAPE PRIOR
    He, Zhen
    Wu, Tao
    Xiao, Zhipeng
    He, Hangen
    2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, : 2757 - 2761
  • [45] Sub-Image Detection Using Fast Neural Processors and Image Decomposition
    El-Bakry, Hazem M.
    Zhao, Qiangfu
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 4, 2005, 4 : 85 - 88
  • [46] Multivariate Analysis of Text Data from Image Information Acquired by Wearable Device
    Domoto, Eri
    Shibata, Junko
    Fukushima, Mizuki
    Okuhara, Koji
    2018 JOINT 10TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS (SCIS) AND 19TH INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (ISIS), 2018, : 405 - 408
  • [47] From Image to Text: Using Images in the Writing Process
    Andrzejczak, Nancy
    Trainin, Guy
    Poldberg, Monique
    INTERNATIONAL JOURNAL OF EDUCATION AND THE ARTS, 2005, 6 (12):
  • [48] Fast On-Device Learning Framework for Single-Image Super-Resolution
    Lee, Seok Hee
    Park, Karam
    Cho, Sunwoo
    Lee, Hyun-Seung
    Choi, Kyuha
    Cho, Nam Ik
    IEEE ACCESS, 2024, 12 : 37276 - 37287
  • [49] Fast single-image dehazing using linear transformation
    Ge, Guangyi
    Wei, Zhenzhong
    Zhao, Jingxin
    OPTIK, 2015, 126 (21): : 3245 - 3252
  • [50] Single Image Fence Removal Using Fast Fourier Transform
    Kume, Keitaro
    Ikehara, Masaaki
    2023 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, ICCE, 2023,