CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

PDF papers
References
id acadia22_714
authors Li, Yunqin; Zhang, Jiaxin; Wang, Xueqiang; Ma, Kai
year 2022
title Measuring Street Vitality Based on Video-image Using Deep Learning
source ACADIA 2022: Hybrids and Haecceities [Proceedings of the 42nd Annual Conference of the Association of Computer Aided Design in Architecture (ACADIA) ISBN 979-8-9860805-8-1]. University of Pennsylvania Stuart Weitzman School of Design. 27-29 October 2022. edited by M. Akbarzadeh, D. Aviv, H. Jamelle, and R. Stuart-Smith. 714-725.
summary This paper proposes a deep convolutional neural network-based framework for fine-scale studies on automatic evaluation of street-level vitality using multiple object tracking and image segmentation with video data. A deep learning model for street vitality evaluation was proposed based on the intensity and complexity of pedestrian activities.
series ACADIA
type paper
email
full text file.pdf (11,546,572 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Anton Milan, Laura Leal-Taixé, Ian Reid, Stefan Roth, and Konrad Schindler (2016) Find in CUMINCAD MOT16: A Benchmark for Multi-Object Tracking , ArXiv (preprint): 1603.00831

100%; open Daniele Barchiesi, Dimitrios Giannoulis, Dan Stowell, and Mark D. Plumbley (2015) Find in CUMINCAD Acoustic Scene Classification: Classifying Environments from the Sounds They Produce , IEEE Signal ProcessingMagazine 32 (3): 16–34

100%; open Jan Gehl, and Birgitte Svarre (2013) Find in CUMINCAD Public Space, Public Life: An Interaction , How To Study Public Life. Washington, DC: Island Press. 1–8

100%; open Jan Gehl (1987) Find in CUMINCAD Life between Buildings: Using Public Space , New York: Van Nostrand Reinhold

100%; open Jane Jacobs (1961) Find in CUMINCAD The Death and Life of Great American Cities , NewYork: Vintage

100%; open Jiaxin Zhang, Tomohiro Fukuda, and Nobuyoshi Yabuki (2021) Find in CUMINCAD Development of a City-Scale Approach for Façade Color Measurement with Building Functional Classification Using Deep Learning and Street View Images , ISPRS International Journal of Geo-Information 10 (8): 551

100%; open Jingxuan Hou, Long Chen, Enjia Zhang, Haifeng Jia, and Ying Long (2020) Find in CUMINCAD Quantifying the Usage of Small Public Spaces Using Deep Convolutional Neural Network , PLoS ONE 15 (10): e0239390

100%; open Lemin Zhang, Ruoxi Zhang, and Biao Yin (2020) Find in CUMINCAD The Impact of the Built-up Environment of Streets on Pedestrian Activities in the Historical Area , Alexandria Engineering Journal 60 (1): 285–300

100%; open Philipp Bergmann, Tim Meinhardt, and Laura Leal-Taixe (2019) Find in CUMINCAD Tracking without Bells and Whistles , Proceedings of the IEEEInternational Conference on Computer Vision. 941–51

100%; open Shaojun Liu, Ling Zhang, and Yi Long (2019) Find in CUMINCAD Urban Vitality Area Identification and Pattern Analysis from the Perspective of Time and Space Fusion , Sustainability 11 (15): 4032

100%; open Yi Zhu, and Shawn Newsam (2017) Find in CUMINCAD DenseNet for Dense Flow , 2017 IEEE International Conference on Image Processing (ICIP). Beijing,China. 790–794

100%; open Young-Long Kim (2018) Find in CUMINCAD Seoul’s Wi-Fi Hotspots: Wi-Fi Access Points as an Indicator of Urban Vitality , Computers, Environment and UrbanSystems 72: 13–24

100%; open Yu Ye, Dong Li, and Xingjian Liu (2018) Find in CUMINCAD How Block Density and Typology Affect Urban Vitality: An Exploratory Analysis in Shenzhen, China , Urban Geography 39 (4): 631–52

100%; open Yunqin Li, Nobuyoshi Yabuki, and Tomohiro Fukuda (2022) Find in CUMINCAD Exploring the Association between Street Built Environment and Street Vitality Using Deep Learning Methods , Sustainable Cities and Society 79(April): 103656

last changed 2024/02/06 14:04
pick and add to favorite papersHOMELOGIN (you are user _anon_273503 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002