Ranjay Krishna
Stanford University
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Publication
Featured researches published by Ranjay Krishna.
International Journal of Computer Vision | 2017
Ranjay Krishna; Yuke Zhu; Oliver Groth; Justin Johnson; Kenji Hata; Joshua Kravitz; Stephanie Chen; Yannis Kalantidis; Li-Jia Li; David A. Shamma; Michael S. Bernstein; Li Fei-Fei
Despite progress in perceptual tasks such as image classification, computers still perform poorly on cognitive tasks such as image description and question answering. Cognition is core to tasks that involve not just recognizing, but reasoning about our visual world. However, models used to tackle the rich content in images for cognitive tasks are still being trained using the same datasets designed for perceptual tasks. To achieve success at cognitive tasks, models need to understand the interactions and relationships between objects in an image. When asked “What vehicle is the person riding?”, computers will need to identify the objects in an image as well as the relationships riding(man, carriage) and pulling(horse, carriage) to answer correctly that “the person is riding a horse-drawn carriage.” In this paper, we present the Visual Genome dataset to enable the modeling of such relationships. We collect dense annotations of objects, attributes, and relationships within each image to learn these models. Specifically, our dataset contains over 108K images where each image has an average of
computer vision and pattern recognition | 2015
Justin Johnson; Ranjay Krishna; Michael Stark; Li-Jia Li; David A. Shamma; Michael S. Bernstein; Li Fei-Fei
european conference on computer vision | 2016
Cewu Lu; Ranjay Krishna; Michael S. Bernstein; Li Fei-Fei
35
empirical methods in natural language processing | 2015
Sebastian Schuster; Ranjay Krishna; Angel X. Chang; Li Fei-Fei; Christopher D. Manning
computer vision and pattern recognition | 2017
Jonathan Krause; Justin Johnson; Ranjay Krishna; Li Fei-Fei
35 objects,
user interface software and technology | 2015
Snehal (Neil) Gaikwad; Durim Morina; Rohit Nistala; Megha Agarwal; Alison Cossette; Radhika Bhanu; Saiph Savage; Vishwajeet Narwal; Karan Rajpal; Jeff Regino; Aditi Mithal; Adam Ginzberg; Aditi Nath; Karolina R. Ziulkoski; Trygve Cossette; Dilrukshi Gamage; Angela Richmond-Fuller; Ryo Suzuki; Jeerel Herrejón; Kevin Le; Claudia Flores-Saviaga; Haritha Thilakarathne; Kajal Gupta; William Dai; Ankita Sastry; Shirish Goyal; Thejan Rajapakshe; Niki Abolhassani; Angela Xie; Abigail Reyes
user interface software and technology | 2017
Rajan Vaish; Snehalkumar (Neil) S. Gaikwad; Geza Kovacs; Andreas Veit; Ranjay Krishna; Imanol Arrieta Ibarra; Camelia Simoiu; Michael J. Wilber; Serge J. Belongie; Sharad Goel; James Davis; Michael S. Bernstein
26
human factors in computing systems | 2016
Ranjay Krishna; Kenji Hata; Stephanie Chen; Joshua Kravitz; David A. Shamma; Li Fei-Fei; Michael S. Bernstein
international conference on computer vision | 2017
Ranjay Krishna; Kenji Hata; Frederic Ren; Li Fei-Fei; Juan Carlos Niebles
26 attributes, and
conference on computer supported cooperative work | 2017
Kenji Hata; Ranjay Krishna; Li Fei-Fei; Michael S. Bernstein
