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Urban2Vec: Incorporating Street View Imagery and POIs for Multi-Modal
  Urban Neighborhood Embedding

Urban2Vec: Incorporating Street View Imagery and POIs for Multi-Modal Urban Neighborhood Embedding

AAAI Conference on Artificial Intelligence (AAAI), 2020
29 January 2020
Zhecheng Wang
Haoyuan Li
Ram Rajagopal
ArXiv (abs)PDFHTML

Papers citing "Urban2Vec: Incorporating Street View Imagery and POIs for Multi-Modal Urban Neighborhood Embedding"

32 / 32 papers shown
Urban-R1: Reinforced MLLMs Mitigate Geospatial Biases for Urban General Intelligence
Urban-R1: Reinforced MLLMs Mitigate Geospatial Biases for Urban General Intelligence
Qiongyan Wang
Xingchen Zou
Yutian Jiang
Haomin Wen
Jiaheng Wei
Qingsong Wen
Yuxuan Liang
AI4CE
150
0
0
18 Oct 2025
On The Impact of Merge Request Deviations on Code Review Practices
On The Impact of Merge Request Deviations on Code Review Practices
Samah Kansab
Francis Bordeleau
Ali Tizghadam
VLM
194
0
0
10 Jun 2025
CureGraph: Contrastive Multi-Modal Graph Representation Learning for Urban Living Circle Health Profiling and Prediction
CureGraph: Contrastive Multi-Modal Graph Representation Learning for Urban Living Circle Health Profiling and PredictionArtificial Intelligence (AI), 2024
Jinlin Li
Xiao Zhou
365
0
0
13 Jan 2025
MM-Path: Multi-modal, Multi-granularity Path Representation Learning -- Extended Version
MM-Path: Multi-modal, Multi-granularity Path Representation Learning -- Extended VersionKnowledge Discovery and Data Mining (KDD), 2024
Ronghui Xu
Hanyin Cheng
Chenjuan Guo
Hongfan Gao
Jiaxi Hu
Sean Bin Yang
Bin Yang
741
16
0
03 Jan 2025
Anchors Aweigh! Sail for Optimal Unified Multi-Modal Representations
Anchors Aweigh! Sail for Optimal Unified Multi-Modal Representations
Minoh Jeong
Min Namgung
Min Namgung
Luan Tuyen Chau
Yao-Yi Chiang
Alfred Hero
527
3
0
02 Oct 2024
Geolocation Representation from Large Language Models are Generic
  Enhancers for Spatio-Temporal Learning
Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal LearningAAAI Conference on Artificial Intelligence (AAAI), 2024
Junlin He
Tong Nie
Wei Ma
AI4TS
245
18
0
22 Aug 2024
MuseCL: Predicting Urban Socioeconomic Indicators via Multi-Semantic
  Contrastive Learning
MuseCL: Predicting Urban Socioeconomic Indicators via Multi-Semantic Contrastive Learning
Xixian Yong
Xiao Zhou
266
15
0
23 Jun 2024
Pre-trained Transformer Uncovers Meaningful Patterns in Human Mobility
  Data
Pre-trained Transformer Uncovers Meaningful Patterns in Human Mobility Data
Alameen Najjar
265
1
0
06 Jun 2024
Space-aware Socioeconomic Indicator Inference with Heterogeneous Graphs
Space-aware Socioeconomic Indicator Inference with Heterogeneous Graphs
Xingchen Zou
Jiani Huang
Xixuan Hao
Yuhao Yang
Haomin Wen
Yibo Yan
Chao Huang
Chen Chao
Yuxuan Liang
275
3
0
23 May 2024
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction
Xixuan Hao
Wei Chen
Yibo Yan
Siru Zhong
Kun Wang
Qingsong Wen
Yuxuan Liang
VLM
417
1
0
25 Mar 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models
Weijiao Zhang
Jindong Han
Zhao Xu
Hang Ni
Hao Liu
Hui Xiong
Hui Xiong
AI4CE
721
31
0
30 Jan 2024
GeoDecoder: Empowering Multimodal Map Understanding
GeoDecoder: Empowering Multimodal Map Understanding
Feng Qi
Mian Dai
Zixian Zheng
Chao Wang
260
3
0
26 Jan 2024
CityPulse: Fine-Grained Assessment of Urban Change with Street View Time
  Series
CityPulse: Fine-Grained Assessment of Urban Change with Street View Time SeriesAAAI Conference on Artificial Intelligence (AAAI), 2024
Tianyuan Huang
Zejia Wu
Jiajun Wu
Jackelyn Hwang
Ram Rajagopal
AI4TS
354
16
0
02 Jan 2024
Urban Region Embedding via Multi-View Contrastive Prediction
Urban Region Embedding via Multi-View Contrastive PredictionAAAI Conference on Artificial Intelligence (AAAI), 2023
Zechen Li
Weiming Huang
Kai Zhao
Min Yang
Yongshun Gong
Meng Chen
309
38
0
15 Dec 2023
Urban Region Representation Learning with Attentive Fusion
Urban Region Representation Learning with Attentive Fusion
Fengze Sun
Jianzhong Qi
Yanchuan Chang
Xiaoliang Fan
S. Karunasekera
E. Tanin
AI4TS
295
16
0
07 Dec 2023
Devil in the Landscapes: Inferring Epidemic Exposure Risks from Street
  View Imagery
Devil in the Landscapes: Inferring Epidemic Exposure Risks from Street View Imagery
Zhenyu Han
Yanxin Xi
Tong Xia
Yu Liu
Yong Li
357
5
0
09 Nov 2023
UrbanCLIP: Learning Text-enhanced Urban Region Profiling with
  Contrastive Language-Image Pretraining from the Web
UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the WebThe Web Conference (WWW), 2023
Yibo Yan
Haomin Wen
Siru Zhong
Wei Chen
Haodong Chen
Qingsong Wen
Roger Zimmermann
Yuxuan Liang
289
121
0
22 Oct 2023
City Foundation Models for Learning General Purpose Representations from
  OpenStreetMap
City Foundation Models for Learning General Purpose Representations from OpenStreetMapInternational Conference on Information and Knowledge Management (CIKM), 2023
Pasquale Balsebre
Weiming Huang
Gao Cong
Yi Li
AI4CE
375
35
0
01 Oct 2023
Self-supervised learning unveils change in urban housing from
  street-level images
Self-supervised learning unveils change in urban housing from street-level imagesComputers, Environment and Urban Systems (CEUS), 2023
Steven Stalder
Michele Volpi
Nicolas Büttner
Stephen Law
K. Harttgen
Esra Suel
SSL
245
12
0
20 Sep 2023
3D Analytics: Opportunities and Guidelines for Information Systems
  Research
3D Analytics: Opportunities and Guidelines for Information Systems Research
Gunther Gust
T. Brandt
O. Koppius
Mark Rosenfelder
Dirk Neumann
267
0
0
14 Aug 2023
Attentive Graph Enhanced Region Representation Learning
Attentive Graph Enhanced Region Representation Learning
Weiliang Chen
Qian-nan Ren
Jinbao Li
AI4TS
324
2
0
06 Jul 2023
Energy-Based Models for Cross-Modal Localization using Convolutional
  Transformers
Energy-Based Models for Cross-Modal Localization using Convolutional TransformersIEEE International Conference on Robotics and Automation (ICRA), 2023
Alan Wu
Michael S. Ryoo
351
3
0
06 Jun 2023
Knowledge-infused Contrastive Learning for Urban Imagery-based
  Socioeconomic Prediction
Knowledge-infused Contrastive Learning for Urban Imagery-based Socioeconomic PredictionThe Web Conference (WWW), 2023
Yu Liu
Xin Zhang
Jingtao Ding
Yanxin Xi
Yong Li
264
46
0
25 Feb 2023
Detecting Neighborhood Gentrification at Scale via Street-level Visual
  Data
Detecting Neighborhood Gentrification at Scale via Street-level Visual Data
Tianyuan Huang
Timothy Dai
Zhecheng Wang
Hesu Yoon
Hao Sheng
Andrew Y. Ng
Ram Rajagopal
Jackelyn Hwang
158
7
0
04 Jan 2023
Effective Urban Region Representation Learning Using Heterogeneous Urban
  Graph Attention Network (HUGAT)
Effective Urban Region Representation Learning Using Heterogeneous Urban Graph Attention Network (HUGAT)IEEE Access (IEEE Access), 2022
Namwoo Kim
Yoonjin Yoon
AI4TS
169
16
0
18 Feb 2022
Extracting Built Environment Features for Planning Research with
  Computer Vision: A Review and Discussion of State-of-the-Art Approaches
Extracting Built Environment Features for Planning Research with Computer Vision: A Review and Discussion of State-of-the-Art Approaches
Meiqing Li
Hao Sheng
120
2
0
30 Jan 2022
Hex2vec -- Context-Aware Embedding H3 Hexagons with OpenStreetMap Tags
Hex2vec -- Context-Aware Embedding H3 Hexagons with OpenStreetMap Tags
Szymon Wo'zniak
Piotr Szymañski
187
48
0
01 Nov 2021
Neural Embeddings of Urban Big Data Reveal Emergent Structures in Cities
Neural Embeddings of Urban Big Data Reveal Emergent Structures in Cities
Chao Fan
Mengke Zhang
Ali Mostafavi
AI4CE
248
13
0
24 Oct 2021
Combining Discrete Choice Models and Neural Networks through Embeddings:
  Formulation, Interpretability and Performance
Combining Discrete Choice Models and Neural Networks through Embeddings: Formulation, Interpretability and PerformanceTransportation Research Part B: Methodological (TRPBM), 2021
Ioanna Arkoudi
C. L. Azevedo
Francisco Câmara Pereira
253
27
0
24 Sep 2021
Learning Neighborhood Representation from Multi-Modal Multi-Graph:
  Image, Text, Mobility Graph and Beyond
Learning Neighborhood Representation from Multi-Modal Multi-Graph: Image, Text, Mobility Graph and Beyond
Tianyuan Huang
Zhecheng Wang
Hao Sheng
Andrew Y. Ng
Ram Rajagopal
AI4TS
320
13
0
06 May 2021
Geographic ratemaking with spatial embeddings
Geographic ratemaking with spatial embeddingsASTIN Bulletin: The Journal of the International Actuarial Association (ASTIN), 2021
Christopher Blier-Wong
Hélène Cossette
Luc Lamontagne
Etienne Marceau
152
7
0
26 Apr 2021
Leveraging an Efficient and Semantic Location Embedding to Seek New
  Ports of Bike Share Services
Leveraging an Efficient and Semantic Location Embedding to Seek New Ports of Bike Share Services
Yuan Wang
Chenwei Wang
Yinan Ling
Keita Yokoyama
Hsin-Tai Wu
Yi Fang
166
3
0
06 Nov 2020
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