Social media mining

Tracking Natural Events through Social Media and Computer Vision
Jingya Wang, Mohammed Korayem, Saul Blanco, David Crandall
ACMMM 2016
Linking past to present: Discovering style in two centuries of architecture
Stefan Lee, Nicolas Maisonneuve, David Crandall, Alexei Efros, Josef Sivic
ICCP 2015
Where have all the people gone? Enhancing global conservation using night lights and social media
Noam Levin, Salit Kark, David Crandall
Ecological Applications 2015
Multimodal Learning in Loosely-organized Web Images
Kun Duan, David Crandall, Dhruv Batra
CVPR 2014
SfM with MRFs: Discrete-Continuous Optimization for Large-Scale Structure from Motion
David Crandall, Andrew Owens, Noah Snavely, Daniel Huttenlocher
PAMI 2013
Observing the natural world with Flickr
Jingya Wang, Mohammed Korayem, David Crandall
ICCV CVCP Workshop 2013
Best paper award!
Mining Photo-sharing Websites to Study Ecological Phenomena
Haipeng Zhang, Mohammed Korayem, David Crandall, Gretchen LeBuhn
WWW 2012
Modeling people and places with internet photo collections
David Crandall, Noah Snavely
CACM 2012
Discrete-Continuous Optimization for Large-scale Structure from Motion
David Crandall, Andrew Owens, Noah Snavely, Daniel Huttenlocher
CVPR 2011
Best paper runner-up!
Networks of Landmarks, Photos, and People
David Crandall, Noah Snavely
Leonardo 2011
Mapping the World's Photos
David Crandall, Lars Backstrom, Daniel Huttenlocher, Jon Kleinberg
WWW 2009
Best paper honorable mention!

Egocentric and opportunistic vision

Identifying first-person camera wearers in third-person videos
Chenyou Fan, Jangwon Lee, Mingze Xu, Krishna Kumar Singh, Yong Jae Lee, David Crandall, Michael Ryoo
CVPR 2017
DeepDiary: Automatically Captioning Lifelogging Image Streams
Chenyou Fan, David Crandall
ECCV EPIC Workshop 2016
Enhancing Lifelogging Privacy by Detecting Screens
Mohammed Korayem, Robert Templeman, Dennis Chen, David Crandall, Apu Kapadia
CHI 2016
Honorable Mention Award!
Lending A Hand: Detecting Hands and Recognizing Activities in Complex Egocentric Interactions
Sven Bambach, Stefan Lee, David Crandall, Chen Yu
ICCV 2015
Reactive Security: Responding to Visual Stimuli from Wearable Cameras
Robert Templeman, Roberto Hoyle, David Crandall, Apu Kapadia
Ubicomp UPSIDE Workshop 2014
PlaceAvoider: Steering First-Person Cameras away from Sensitive Spaces
Robert Templeman, Mohammed Korayem, David Crandall, Apu Kapadia
NDSS 2014
This Hand is My Hand: A Probabilistic Approach to Hand Disambiguation in Egocentric Video
Stefan Lee, Sven Bambach, David Crandall, John Franchak, Chen Yu
CVPR Egovision Workshop 2014
Best paper award!
PlaceRaider: Virtual Theft in Physical Spaces with Smartphones
Robert Templeman, Zahidur Rahman, David Crandall, Apu Kapadia
NDSS 2013

Object recognition

Recognizing landmarks in large-scale social image collections
David Crandall, Yunpeng Li, Stefan Lee, Daniel Huttenlocher
Visual Analysis and Geolocalization of Large Scale Imagery 2016
Human pose estimation through composite multi-layer models
Kun Duan, Dhruv Batra, David Crandall
Signal Processing 2015
Vehicle Recognition with Constrained Multiple Instance SVMs
Kun Duan, Luca Marchesotti, David Crandall
WACV 2014
Discovering Localized Attributes for Fine-grained Recognition
Kun Duan, Devi Parikh, David Crandall, Kristen Grauman
CVPR 2012
Composite Models of Objects and Scenes for Category Recognition
David Crandall, Daniel Huttenlocher
CVPR 2007
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Color Object Detection using Spatial-Color Joint Probability Functions
Jiebo Luo, David Crandall
IEEE Trans. Image Processing 2006

Extraction of special effects caption text events from digital video
David Crandall, Sameer Antani, Rangachar Kasturi
IJDAR 2002
Robust Extraction of Text in Video
Sameer Antani, David Crandall, Rangachar Kasturi
ICPR 2000

Studying human vision

Objects in the Center: How the Infant's Body Constrains Infant Scenes
Sven Bambach, Linda Smith, David Crandall, Chen Yu
ICDL 2016
Best paper award!
Active Viewing in Toddlers Facilitates Visual Object Learning: An Egocentric Vision Approach
Sven Bambach, David Crandall, Linda Smith, Chen Yu
COGSCI 2016
Understanding Embodied Visual Attention in Child-Parent Interaction
Sven Bambach, David Crandall, Chen Yu
ICDL 2013

Wearable camera attitudes and opportunities

Cartooning for enhanced privacy in lifelogging and streaming video
Eman Hassan, Rakibul Hasan, Patrick Shaffer, David Crandall, Apu Kapadia
CVPR CV-COPS 2017 2017
Addressing Physical Safety, Security, and Privacy for People with Visual Impairments
Tousif Ahmed, Patrick Shaffer, Kay Connelly, David Crandall, Apu Kapadia
SOUPS 2016
Privacy Concerns and Behaviors of People with Visual Impairments
Tousif Ahmed, Roberto Hoyle, Kay Connelly, David Crandall, Apu Kapadia
CHI 2015
Sensitive Lifelogs: A Privacy Analysis of Photos from Wearable Cameras
Roberto Hoyle, Robert Templeman, Denise Anthony, David Crandall, Apu Kapadia
CHI 2015
Privacy Behaviors of Lifeloggers using Wearable Cameras
Roberto Hoyle, Robert Templeman, Steven Armes, Denise Anthony, David Crandall, Apu Kapadia
UBICOMP 2014

Machine learning

Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models
Ashwin K Vijayakumar, Michael Cogswell, Ramprasath Selvaraju, Qing Sun, Stefan Lee, David Crandall, Dhruv Batra
2016
Stochastic Multiple Choice Learning for Training Diverse Deep Ensembles
Stefan Lee, Senthil Purushwalkam, Michael Cogswell, Viresh Ranjan, David Crandall, Dhruv Batra
NIPS 2016

Computer vision for glaciology[More details on these projects]

Automatic estimation of ice bottom surfaces from radar imagery
Mingze Xu, David Crandall, Geoffrey Fox, John Paden
ICIP 2017
Automatic Near Surface Estimation from Snow Radar Imagery
Jerome Mitchell, David Crandall, Geoffrey Fox, John Paden
IGARSS 2013
Layer-finding in radar echograms using probabilistic graphical models
David Crandall, Geoffrey Fox, John Paden
ICPR 2012

Modeling social networks

Chelsea Won, and You Bought a T-shirt: Characterizing the Interplay Between Twitter and E-Commerce
Haipeng Zhang, Nish Parikh, Gyanit Singh, Neel Sundaresan
ASONAM 2013
Best paper award!
De-anonymizing users across heterogeneous social computing platforms
Mohammed Korayem, David Crandall
ICWSM 2013
Inferring Social Ties from Geographic Coincidences
David Crandall, Lars Backstrom, Daniel Cosley, Siddharth Suri, Daniel Huttenlocher, Jon Kleinberg
PNAS 2010
Feedback Effects between Similarity and Social Influence in Online Communities
David Crandall, Daniel Cosley, Daniel Huttenlocher, Jon Kleinberg, Sid Suri
KDD 2008

Other projects

From funding agencies to scientific agency: Collective allocation of science funding as an alternative to peer review
Johan Bollen, David Crandall, Damion Junk, Ying Ding, Katy Borner
EMBO Reports 2014
mFingerprint: Privacy-preserving user modeling with multimodal mobile device footprints
Haipeng Zhang, Zhixian Yan, Jun Yang, Emmanuel Munguia Tapia, David Crandall
SBP 2014
Subjectivity and Sentiment Analysis of Arabic: A Survey
Mohammed Korayem, David Crandall, Muhammad Abdul-Mageed
AMLTA 2012
Solving Avatar Captchas automatically
Mohammed Korayem, Abdallah Mohamed, David Crandall, Roman Yampolskiy
AMLTA 2012