Rainfall Estimation from Traffic Cameras

被引：7

作者：

Zen, Remmy ^{[1
]}

Arsa, Dewa Made Sri ^{[2
]}

Zhang, Ruixi ^{[1
]}

Sanjaya, Ngurah Agus E. R. ^{[2
]}

Bressan, Stephane ^{[1
]}

机构：

[1] Natl Univ Singapore, Singapore, Singapore

[2] Univ Udayana, Bali, Indonesia

来源：

DATABASE AND EXPERT SYSTEMS APPLICATIONS, PT I | 2019年 / 11706卷

关键词：

Rainfall estimation; Convolutional neural network; CCTV camera; PREDICTION; INTERPOLATION; ALGORITHMS; DISTANCE; REMOVAL;

D O I：

10.1007/978-3-030-27615-7_2

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We propose and evaluate a method for the estimation of rainfall from images from a network of traffic cameras and rain gauges. The method trains a neural network for each camera under the supervision of the rain gauges and interpolates the results to estimate rainfall at any location. We study and evaluate variants of the method that exploit feature extraction and various interpolation methods. We empirically and comparatively demonstrate the superiority of a hybrid approach and of the inverse distance weighting interpolation for an existing comprehensive network of publicly accessible weather stations and traffic cameras.

引用

页码：18 / 32

页数：15

共 50 条

[1] Robust traffic state estimation on smart cameras
Pletzer, Felix
Tusch, Roland
Boeszoermenyi, Laszlo
Rinner, Bernhard
[J]. 2012 IEEE NINTH INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL-BASED SURVEILLANCE (AVSS), 2012, : 434 - 439
[2] Turning traffic surveillance cameras into intelligent sensors for traffic density estimation
Zijian Hu
William H. K. Lam
S. C. Wong
Andy H. F. Chow
Wei Ma
[J]. Complex & Intelligent Systems, 2023, 9 : 7171 - 7195
[3] Turning traffic surveillance cameras into intelligent sensors for traffic density estimation
Hu, Zijian
Lam, William H. K.
Wong, S. C.
Chow, Andy H. F.
Ma, Wei
[J]. COMPLEX & INTELLIGENT SYSTEMS, 2023, 9 (06) : 7171 - 7195
[4] Viewpoint Independent Vehicle Speed Estimation from Uncalibrated Traffic Surveillance Cameras
Mao, Haili
Ye, Chengxi
Song, Mingli
Bu, Jiajun
Li, Na
[J]. 2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 4920 - 4925
[5] Road traffic flow estimation via public IP cameras
Sciberras, Ricardo
Inguanez, Frankie
[J]. 2018 IEEE 8TH INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - BERLIN (ICCE-BERLIN), 2018,
[6] Traffic cameras
Chernushich, AP
[J]. PHOTONICS SPECTRA, 1999, 33 (12) : 15 - 15
[7] Link Speed Estimation for Traffic Flow Modelling Based on Video Feeds from Monocular Cameras
Krishnapuram, Raghu
Shorewala, Shantam
Rao, Prajwal
[J]. 2020 IEEE 23RD INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2020,
[8] Improvements to vehicular traffic segmentation and classification for emissions estimation using networked traffic surveillance cameras
Flora, Jeffrey B.
Alam, Mahbubul
Iftekharuddin, Khan M.
[J]. OPTICS AND PHOTONICS FOR INFORMATION PROCESSING VIII, 2014, 9216
[9] Attitude estimation from polarimetric cameras
Rastgoo, Mojdeh
Demonceaux, Cedric
Seulin, Ralph
Morel, Olivier
[J]. 2018 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2018, : 8397 - 8403
[10] Real-Time Speed Estimation of Vehicles from Uncalibrated View-Independent Traffic Cameras
Rao, Anil Y. G.
Kumar, Sujith N.
Amaresh, H. S.
Chirag, H., V
[J]. TENCON 2015 - 2015 IEEE REGION 10 CONFERENCE, 2015,

← 1 2 3 4 5 →