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Yao-Yi Chiang
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- affiliation: University of Southern California, Los Angeles, USA
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2020 – today
- 2024
- [c68]Rhett M. Olson
, Jina Kim
Automatic Search of Multiword Place Names on Historical Maps. GeoSearch@SIGSPATIAL 2024: 9-12 - [c67]Leeje Jang
Enabling Semantic-Rich Location Search on Street View Imagery Using Multilingual POI Data. GeoSearch@SIGSPATIAL 2024: 29-35 - [c66]Zekun Li, Yijun Lin, Yao-Yi Chiang, Jerod Weinman, Solenn Tual, Joseph Chazalon, Julien Perret, Bertrand Duménieu, Nathalie Abadie:
ICDAR 2024 Competition on Historical Map Text Detection, Recognition, and Linking. ICDAR (6) 2024: 363-380 - [c65]Yijun Lin
Hyper-Local Deformable Transformers for Text Spotting on Historical Maps. KDD 2024: 5387-5397 - [c64]Arash Hajisafi
Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data. PKDD (4) 2024: 207-220 - [c63]Haowen Lin, Yao-Yi Chiang, Li Xiong, Cyrus Shahabi:
Unified Modeling and Clustering of Mobility Trajectories with Spatiotemporal Point Processes. SDM 2024: 625-633 - [i19]Arash Hajisafi, Haowen Lin, Yao-Yi Chiang, Cyrus Shahabi:
Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data. CoRR abs/2405.09568 (2024) - [i18]Jong Woo Nam, Eun Young Choi, Jennifer A. Ailshire, Yao-Yi Chiang:
Unveiling Population Heterogeneity in Health Risks Posed by Environmental Hazards Using Regression-Guided Neural Network. CoRR abs/2409.13205 (2024) - [i17]Minoh Jeong, Min Namgung, Zae Myung Kim, Dongyeop Kang, Yao-Yi Chiang, Alfred Hero:
Anchors Aweigh! Sail for Optimal Unified Multi-Modal Representations. CoRR abs/2410.02086 (2024) - 2023
- [j27]Po-Wei Harn, Ji Zhang, Ting Shen, Wenlu Wang, Xunfei Jiang, Wei-Shinn Ku, Min-Te Sun, Yao-Yi Chiang:
Multiple ground/aerial parcel delivery problem: a Weighted Road Network Voronoi Diagram based approach. Distributed Parallel Databases 41(4): 549-569 (2023) - [j26]Ying Zhang
Optimal and efficient planning of charging stations for electric vehicles in urban areas: formulation, complexity and solutions. Expert Syst. Appl. 230: 120442 (2023) - [j25]Basel Shbita, Craig A. Knoblock, Weiwei Duan, Yao-Yi Chiang, Johannes H. Uhl, Stefan Leyk:
Building spatio-temporal knowledge graphs from vectorized topographic historical maps. Semantic Web 14(3): 527-549 (2023) - [j24]Ying Zhang
A Constraint-Based Routing and Charging Methodology for Battery Electric Vehicles With Deep Reinforcement Learning. IEEE Trans. Smart Grid 14(3): 2446-2459 (2023) - [c62]Zekun Li, Wenxuan Zhou, Yao-Yi Chiang, Muhao Chen:
GeoLM: Empowering Language Models for Geospatially Grounded Language Understanding. EMNLP 2023: 5227-5240 - [c61]Rhett M. Olson
An Automatic Approach to Finding Geographic Name Changes on Historical Maps. SIGSPATIAL/GIS 2023: 7:1-7:2 - [c60]Jina Kim
Towards Learning of Spatial Triad from Online Text. SIGSPATIAL/GIS 2023: 11:1-11:2 - [c59]Arash Hajisafi
Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting. SIGSPATIAL/GIS 2023: 22:1-22:12 - [c58]Jina Kim
The mapKurator System: A Complete Pipeline for Extracting and Linking Text from Historical Maps. SIGSPATIAL/GIS 2023: 35:1-35:4 - [c57]Yijun Lin
Modeling Spatially Varying Physical Dynamics for Spatiotemporal Predictive Learning. SIGSPATIAL/GIS 2023: 98:1-98:11 - [c56]Haowen Lin
Generating Realistic and Representative Trajectories with Mobility Behavior Clustering. SIGSPATIAL/GIS 2023: 107:1-107:4 - [c55]Fandel Lin
Exploiting Polygon Metadata to Understand Raster Maps - Accurate Polygonal Feature Extraction. SIGSPATIAL/GIS 2023: 109:1-109:12 - [e2]KC Santosh
Recent Trends in Image Processing and Pattern Recognition - 5th International Conference, RTIP2R 2022, Kingsville, TX, USA, December 1-2, 2022, Revised Selected Papers. Communications in Computer and Information Science 1704, Springer 2023, ISBN 978-3-031-23598-6 [contents] - [e1]Shashi Shekhar, Zhi-Hua Zhou, Yao-Yi Chiang, Gregor Stiglic:
Proceedings of the 2023 SIAM International Conference on Data Mining, SDM 2023, Minneapolis-St. Paul Twin Cities, MN, USA, April 27-29, 2023. SIAM 2023, ISBN 978-1-61197-765-3 [contents] - [i16]Haoji Hu, Haowen Lin, Yao-Yi Chiang:
Clustering Human Mobility with Multiple Spaces. CoRR abs/2301.08524 (2023) - [i15]Xiaozhe Yin, Masoud Fallah Shorshani, Rob McConnell, Scott Fruin, Yao-Yi Chiang, Meredith Franklin:
Quantile Extreme Gradient Boosting for Uncertainty Quantification. CoRR abs/2304.11732 (2023) - [i14]Arash Hajisafi, Haowen Lin, Sina Shaham, Haoji Hu, Maria Despoina Siampou, Yao-Yi Chiang, Cyrus Shahabi:
Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting. CoRR abs/2306.15927 (2023) - [i13]Jina Kim, Zekun Li, Yijun Lin, Min Namgung, Leeje Jang, Yao-Yi Chiang:
The mapKurator System: A Complete Pipeline for Extracting and Linking Text from Historical Maps. CoRR abs/2306.17059 (2023) - [i12]Zekun Li, Wenxuan Zhou, Yao-Yi Chiang, Muhao Chen:
GeoLM: Empowering Language Models for Geospatially Grounded Language Understanding. CoRR abs/2310.14478 (2023) - 2022
- [j23]Yuan Gao
Traffic volume prediction for scenic spots based on multi-source and heterogeneous data. Trans. GIS 26(6): 2415-2439 (2022) - [j22]Johannes H. Uhl, Stefan Leyk, Yao-Yi Chiang, Craig A. Knoblock:
Towards the automated large-scale reconstruction of past road networks from historical maps. Comput. Environ. Urban Syst. 94: 101794 (2022) - [c54]Haoji Hu, Haowen Lin, Yao-Yi Chiang:
Clustering Human Mobility with Multiple Spaces. IEEE Big Data 2022: 575-584 - [c53]Yijun Lin
A Semi-Supervised Learning Approach for Abnormal Event Prediction on Large Network Operation Time-Series Data. IEEE Big Data 2022: 1024-1033 - [c52]Zekun Li
SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation. EMNLP (Findings) 2022: 2757-2769 - [c51]Min Namgung, Yao-Yi Chiang:
Incorporating spatial context for post-OCR in map images. GeoAI@SIGSPATIAL 2022: 14-17 - [c50]Bassel Abou Ali Modad, Xin Yu
Cell-by-Cell Line-of-Sight Probability Models Based on Real-World Base Station Deployment. GLOBECOM 2022: 4782-4787 - [i11]Johannes H. Uhl, Stefan Leyk, Yao-Yi Chiang, Craig A. Knoblock:
Towards the automated large-scale reconstruction of past road networks from historical maps. CoRR abs/2202.04883 (2022) - [i10]Zekun Li, Jina Kim, Yao-Yi Chiang, Muhao Chen:
SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation. CoRR abs/2210.12213 (2022) - 2021
- [j21]Ying Zhang
BiS4EV: A fast routing algorithm considering charging stations and preferences for electric vehicles. Eng. Appl. Artif. Intell. 104: 104378 (2021) - [j20]Johannes H. Uhl
Combining Remote-Sensing-Derived Data and Historical Maps for Long-Term Back-Casting of Urban Extents. Remote. Sens. 13(18): 3672 (2021) - [j19]Kenan Li
W-TSS: A Wavelet-Based Algorithm for Discovering Time Series Shapelets. Sensors 21(17): 5801 (2021) - [j18]Yolanda Gil
Artificial Intelligence for Modeling Complex Systems: Taming the Complexity of Expert Models to Improve Decision Making. ACM Trans. Interact. Intell. Syst. 11(2): 11:1-11:49 (2021) - [j17]Ying Zhang
Efficient Deployment of Electric Vehicle Charging Infrastructure: Simultaneous Optimization of Charging Station Placement and Charging Pile Assignment. IEEE Trans. Intell. Transp. Syst. 22(10): 6654-6659 (2021) - [c49]Weiwei Duan, Yao-Yi Chiang, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock:
Guided Generative Models using Weak Supervision for Detecting Object Spatial Arrangement in Overhead Images. IEEE BigData 2021: 725-734 - [c48]Weiwei Duan, Yao-Yi Chiang, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock:
A Label Correction Algorithm Using Prior Information for Automatic and Accurate Geospatial Object Recognition. IEEE BigData 2021: 1604-1610 - [c47]Zekun Li
Synthetic Map Generation to Provide Unlimited Training Data for Historical Map Text Detection. GeoAI@SIGSPATIAL 2021: 17-26 - [c46]Yuankun Jiao, Yao-Yi Chiang:
SRC: Incorporating Geographic Information for Building a Location-based Recommendation System. SIGSPATIAL/GIS 2021: 680-681 - [c45]Sasan Tavakkol, Feng Han, Brandon Mayer, Mark Phillips, Cyrus Shahabi, Yao-Yi Chiang, Raimondas Kiveris:
Kartta Labs: Collaborative Time Travel. HICSS 2021: 1-10 - [c44]Mingxuan Yue, Yao-Yi Chiang, Cyrus Shahabi:
VAMBC: A Variational Approach for Mobility Behavior Clustering. ECML/PKDD (4) 2021: 453-469 - [i9]Yijun Lin, Yao-Yi Chiang:
A Semi-Supervised Approach for Abnormal Event Prediction on Large Operational Network Time-Series Data. CoRR abs/2110.07660 (2021) - [i8]Zekun Li, Yao-Yi Chiang, Sasan Tavakkol, Basel Shbita, Johannes H. Uhl, Stefan Leyk, Craig A. Knoblock:
An Automatic Approach for Generating Rich, Linked Geo-Metadata from Historical Map Images. CoRR abs/2112.01671 (2021) - [i7]Yijun Lin, Yao-Yi Chiang, Meredith Franklin, Sandrah P. Eckel, José Luis Ambite:
Building Autocorrelation-Aware Representations for Fine-Scale Spatiotemporal Prediction. CoRR abs/2112.05313 (2021) - [i6]Weiwei Duan, Yao-Yi Chiang, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock:
Guided Generative Models using Weak Supervision for Detecting Object Spatial Arrangement in Overhead Images. CoRR abs/2112.05786 (2021) - [i5]Weiwei Duan, Yao-Yi Chiang, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock:
A Label Correction Algorithm Using Prior Information for Automatic and Accurate Geospatial Object Recognition. CoRR abs/2112.05794 (2021) - [i4]Zekun Li, Runyu Guan, Qianmu Yu, Yao-Yi Chiang, Craig A. Knoblock:
Synthetic Map Generation to Provide Unlimited Training Data for Historical Map Text Detection. CoRR abs/2112.06104 (2021) - 2020
- [j16]Johannes H. Uhl
Automated Extraction of Human Settlement Patterns From Historical Topographic Map Series Using Weakly Supervised Convolutional Neural Networks. IEEE Access 8: 6978-6996 (2020) - [j15]Weiwei Duan, Yao-Yi Chiang, Stefan Leyk
Automatic alignment of contemporary vector data and georeferenced historical maps using reinforcement learning. Int. J. Geogr. Inf. Sci. 34(4): 824-849 (2020) - [c43]Basel Shbita, Craig A. Knoblock, Weiwei Duan, Yao-Yi Chiang, Johannes H. Uhl, Stefan Leyk:
Building Linked Spatio-Temporal Data from Vectorized Historical Maps. ESWC 2020: 409-426 - [c42]Yijun Lin
Building Autocorrelation-Aware Representations for Fine-Scale Spatiotemporal Prediction. ICDM 2020: 352-361 - [c41]Zekun Li
An Automatic Approach for Generating Rich, Linked Geo-Metadata from Historical Map Images. KDD 2020: 3290-3298 - [i3]Mingxuan Yue, Yaguang Li, Haoze Yang, Ritesh Ahuja, Yao-Yi Chiang, Cyrus Shahabi:
DETECT: Deep Trajectory Clustering for Mobility-Behavior Analysis. CoRR abs/2003.01351 (2020) - [i2]Sasan Tavakkol, Feng Han, Brandon Mayer, Mark Phillips, Cyrus Shahabi, Yao-Yi Chiang, Raimondas Kiveris:
Kartta Labs: Collaborative Time Travel. CoRR abs/2010.06536 (2020)
2010 – 2019
- 2019
- [j14]Jianhua Wu
A New Gabor Filter-Based Method for Automatic Recognition of Hatched Residential Areas. IEEE Access 7: 40649-40662 (2019) - [j13]Ying Zhang
Extracting geographic features from the Internet: A geographic information mining framework. Knowl. Based Syst. 174: 57-72 (2019) - [c40]Yuan Gao, Zhizhou Duan, Weifeng Shi, Jun Feng, Yao-Yi Chiang:
Personalized Recommendation Method of POI Based on Deep Neural Network. BESC 2019: 1-6 - [c39]Mingxuan Yue, Yaguang Li, Haoze Yang, Ritesh Ahuja, Yao-Yi Chiang, Cyrus Shahabi:
DETECT: Deep Trajectory Clustering for Mobility-Behavior Analysis. IEEE BigData 2019: 988-997 - [c38]Yao-Yi Chiang, Yijun Lin, Meredith Franklin, Sandrah P. Eckel
Building Explainable Predictive Analytics for Location-Dependent Time-Series Data. CogMI 2019: 202-209 - [c37]Chrysovalantis Anastasiou, Jianfa Lin, Chaoyang He, Yao-Yi Chiang, Cyrus Shahabi:
ADMSv2: A Modern Architecture for Transportation Data Management and Analysis. ARIC@SIGSPATIAL 2019: 25-28 - [c36]Sasan Tavakkol, Yao-Yi Chiang, Tim Waters, Feng Han, Kisalaya Prasad, Raimondas Kiveris:
Kartta Labs: Unrendering Historical Maps. GeoAI@SIGSPATIAL 2019: 48-51 - [c35]Daniel Garijo, Deborah Khider, Varun Ratnakar
An intelligent interface for integrating climate, hydrology, agriculture, and socioeconomic models. IUI Companion 2019: 111-112 - [c34]Ji Zhang, Ting Shen, Wenlu Wang, Xunfei Jiang, Wei-Shinn Ku
A VLOS Compliance Solution to Ground/Aerial Parcel Delivery Problem. MDM 2019: 201-209 - [i1]Kien Nguyen, Jingyun Yang, Yijun Lin, Jianfa Lin, Yao-Yi Chiang, Cyrus Shahabi:
Los Angeles Metro Bus Data Analysis Using GPS Trajectory and Schedule Data (Demo Paper). CoRR abs/1909.00955 (2019) - 2018
- [j12]Jianhua Wu
A Matching Algorithm Based on Voronoi Diagram for Multi-Scale Polygonal Residential Areas. IEEE Access 6: 4904-4915 (2018) - [j11]Johannes H. Uhl, Stefan Leyk, Yao-Yi Chiang, Weiwei Duan, Craig A. Knoblock:
Spatialising uncertainty in image segmentation using weakly supervised convolutional neural networks: a case study from historical map processing. IET Image Process. 12(11): 2084-2091 (2018) - [j10]Johannes H. Uhl
Map Archive Mining: Visual-Analytical Approaches to Explore Large Historical Map Collections. ISPRS Int. J. Geo Inf. 7(4): 148 (2018) - [j9]Yuanbin Cheng, Yao-Yi Chiang:
Automatic intersection extraction and building arrangement with StarCraft II maps. ACM SIGSPATIAL Special 10(3): 4-5 (2018) - [c33]Haowen Lin, Yao-Yi Chiang:
An Uncertainty Aware Method for Geographic Data Conflation. BigSpatial@SIGSPATIAL 2018: 20-27 - [c32]Yijun Lin
Exploiting spatiotemporal patterns for accurate air quality forecasting using deep learning. SIGSPATIAL/GIS 2018: 359-368 - [c31]Kien Nguyen, Jingyun Yang, Yijun Lin, Jianfa Lin, Yao-Yi Chiang, Cyrus Shahabi:
Los angeles metro bus data analysis using GPS trajectory and schedule data (demo paper). SIGSPATIAL/GIS 2018: 560-563 - [c30]Yuanbin Cheng, Yao-Yi Chiang:
Automatic intersection extraction and building arrangement with StarCraft II maps. SIGSPATIAL/GIS 2018: 618-619 - [c29]Chun Lin, Hang Su, Craig A. Knoblock, Yao-Yi Chiang, Weiwei Duan, Stefan Leyk, Johannes H. Uhl:
Building Linked Data from Historical Maps. SemSci@ISWC 2018: 59-67 - 2017
- [j8]Weiwei Duan, Yao-Yi Chiang:
SRC: a fully automatic geographic feature recognition system. ACM SIGSPATIAL Special 9(3): 6-7 (2017) - [j7]Haowen Lin, Yao-Yi Chiang:
SRC: automatic extraction of phrase-level map labels from historical maps. ACM SIGSPATIAL Special 9(3): 14-15 (2017) - [c28]Yijun Lin
Mining Public Datasets for Modeling Intra-City PM2.5 Concentrations at a Fine Spatial Resolution. SIGSPATIAL/GIS 2017: 25:1-25:10 - [c27]Weiwei Duan, Yao-Yi Chiang, Craig A. Knoblock, Vinil Jain, Dan Feldman, Johannes H. Uhl, Stefan Leyk:
Automatic alignment of geographic features in contemporary vector data and historical maps. GeoAI@SIGSPATIAL 2017: 45-54 - [c26]Dimitris Stripelis, José Luis Ambite
A Scalable Data Integration and Analysis Architecture for Sensor Data of Pediatric Asthma. ICDE 2017: 1407-1408 - 2016
- [j6]Yao-Yi Chiang, Stefan Leyk, Narges Nazari, Sima Moghaddam, Tianxiang Tan:
Assessing the impact of graphical quality on automatic text recognition in digital maps. Comput. Geosci. 93: 21-35 (2016) - [j5]Wensheng Wu, Weiyi Meng, Weifeng Su
Q2P: Discovering Query Templates via Autocompletion. ACM Trans. Web 10(2): 10:1-10:29 (2016) - [c25]Narges Nazari, Tianxiang Tan, Yao-Yi Chiang:
Integrating Text Recognition for Overlapping Text Detection in Maps. Document Recognition and Retrieval 2016: 1-8 - [c24]Weiwei Duan, Yao-Yi Chiang:
Building knowledge graph from public data for predictive analysis: a case study on predicting technology future in space and time. BigSpatial@SIGSPATIAL 2016: 7-13 - [c23]Ronald Yu, Zexuan Luo, Yao-Yi Chiang:
Recognizing text in historical maps using maps from multiple time periods. ICPR 2016: 3993-3998 - [c22]Yao-Yi Chiang:
Unlocking Textual Content from Historical Maps - Potentials and Applications, Trends, and Outlooks. RTIP2R 2016: 111-124 - 2015
- [j4]Yao-Yi Chiang, Craig A. Knoblock:
Recognizing text in raster maps. GeoInformatica 19(1): 1-27 (2015) - [c21]Yao-Yi Chiang:
Querying historical maps as a unified, structured, and linked spatiotemporal source: vision paper. SIGSPATIAL/GIS 2015: 16:1-16:4 - 2014
- [j3]Yao-Yi Chiang, Stefan Leyk, Craig A. Knoblock:
A Survey of Digital Map Processing Techniques. ACM Comput. Surv. 47(1): 1:1-1:44 (2014) - [c20]Mihir Sathe, Craig A. Knoblock, Yao-Yi Chiang, Aaron Harris:
A parallel query engine for interactive spatiotemporal analysis. SIGSPATIAL/GIS 2014: 429-432 - [c19]Yao-Yi Chiang, Bo Wu, Akshay Anand, Ketan Akade, Craig A. Knoblock:
A system for efficient cleaning and transformation of geospatial data attributes. SIGSPATIAL/GIS 2014: 577-580 - [c18]Yao-Yi Chiang, Sima Moghaddam, Sanjauli Gupta, Renuka Fernandes, Craig A. Knoblock:
From map images to geographic names. SIGSPATIAL/GIS 2014: 581-584 - [c17]Shrikanth S. Narayanan, Ayush Jaiswal, Yao-Yi Chiang, Yanhui Geng, Craig A. Knoblock, Pedro A. Szekely
Integration and Automation of Data Preparation and Data Mining. ICDM Workshops 2014: 1076-1085 - 2013
- [j2]Yao-Yi Chiang
A general approach for extracting road vector data from raster maps. Int. J. Document Anal. Recognit. 16(1): 55-81 (2013) - [c16]Ying Zhang
A semantic approach to retrieving, linking, and integrating heterogeneous geospatial data. AIIP/Semantic Cities@IJCAI 2013: 31-37 - 2012
- [c15]Yao-Yi Chiang
Generating Named Road Vector Data from Raster Maps. GIScience 2012: 57-71 - 2011
- [c14]Yao-Yi Chiang
Efficient and Robust Graphics Recognition from Historical Maps. GREC 2011: 25-35 - [c13]Yao-Yi Chiang
Recognition of Multi-oriented, Multi-sized, and Curved Text. ICDAR 2011: 1399-1403 - 2010
- [c12]Craig A. Knoblock, Ching-Chien Chen, Yao-Yi Chiang
A general approach to discovering, registering, and extracting features from raster maps. DRR 2010: 753402 - [c11]Yao-Yi Chiang
Strabo: a system for extracting road vector data from raster maps. GIS 2010: 544-545 - [c10]Yao-Yi Chiang
An Approach for Recognizing Text Labels in Raster Maps. ICPR 2010: 3199-3202
2000 – 2009
- 2009
- [j1]Yao-Yi Chiang
Automatic and Accurate Extraction of Road Intersections from Raster Maps. GeoInformatica 13(2): 121-157 (2009) - [c9]Yao-Yi Chiang
Classification of raster maps for automatic feature extraction. GIS 2009: 138-147 - [c8]Yao-Yi Chiang
Extracting Road Vector Data from Raster Maps. GREC 2009: 93-105 - [c7]Yao-Yi Chiang
A Method for Automatically Extracting Road Layers from Raster Maps. ICDAR 2009: 838-842 - 2008
- [c6]Yao-Yi Chiang
Automatic extraction of road intersection position, connectivity, and orientations from raster maps. GIS 2008: 22 - 2006
- [c5]Cyrus Shahabi
Geodec: Enabling Geospatial Decision Making. ICME 2006: 93-96 - [c4]Yao-Yi Chiang
Classification of Line and Character Pixels on Raster Maps Using Discrete Cosine Transformation Coefficients and Support Vector Machine. ICPR (2) 2006: 1034-1037 - 2005
- [c3]Sneha Desai, Craig A. Knoblock, Yao-Yi Chiang, Kandarp Desai, Ching-Chien Chen:
Automatically identifying and georeferencing street maps on the web. GIR 2005: 35-38 - [c2]Yao-Yi Chiang, Craig A. Knoblock, Ching-Chien Chen:
Automatic extraction of road intersections from raster maps. GIS 2005: 267-276 - 2004
- [c1]Ching-Chien Chen, Craig A. Knoblock, Cyrus Shahabi, Yao-Yi Chiang, Snehal Thakkar:
Automatically and accurately conflating orthoimagery and street maps. GIS 2004: 47-56
Coauthor Index
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