James Hays

Publications
Influence

Microsoft COCO: Common Objects in Context

Tsung-Yi Lin, M. Maire, +5 authors C. L. Zitnick
Computer Science
ECCV
1 May 2014

We present a new dataset with the goal of advancing the state-of-the-art in object recognition by placing the question of object recognition in the context of the broader question of scene understanding. Expand

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SUN database: Large-scale scene recognition from abbey to zoo

Jian-xiong Xiao, James Hays, Krista A. Ehinger, A. Oliva, A. Torralba
Computer Science
IEEE Computer Society Conference on Computer…
13 June 2010

We propose the extensive Scene UNderstanding (SUN) database that contains 899 categories and 130,519 images. Expand

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SUN attribute database: Discovering, annotating, and recognizing scene attributes

G. Patterson, James Hays
Computer Science
IEEE Conference on Computer Vision and Pattern…
16 June 2012

We present the first large-scale scene attribute database and train attribute classifiers on top of it. Expand

How do humans sketch objects?

M. Eitz, James Hays, M. Alexa
Computer Science
ACM Trans. Graph.
1 July 2012

This paper is the first large scale exploration of human sketches. Expand

IM2GPS: estimating geographic information from a single image

James Hays, Alexei A. Efros
Geography, Computer Science
IEEE Conference on Computer Vision and Pattern…
23 June 2008

We propose an algorithm for estimating a distribution over geographic locations from a single image using a purely data-driven scene matching approach. Expand

The sketchy database

Patsorn Sangkloy, Nathan Burnell, Cusuh Ham, James Hays
Computer Science
ACM Trans. Graph.
11 July 2016

The Sketchy database gives us fine-grained associations between particular photos and sketches, and we use this to train cross-domain convolutional networks which embed sketches and photographs in a common feature space. Expand

The SUN Attribute Database: Beyond Categories for Deeper Scene Understanding

G. Patterson, C. Xu, Hang Su, James Hays
Computer Science
International Journal of Computer Vision
1 May 2014

In this paper we present the first large-scale scene attribute database. First, we perform crowdsourced human studies to find a taxonomy of 102 discriminative attributes. We discover attributes… Expand

Edge-based blur kernel estimation using patch priors

L. Sun, Sunghyun Cho, J. Wang, James Hays
Mathematics, Computer Science
IEEE International Conference on Computational…
19 April 2013

We introduce a new patch-based strategy for kernel estimation in blind deconvolution by imposing a patch prior specifically tailored towards modeling the appearance of image edge and corner primitives. Expand

Argoverse: 3D Tracking and Forecasting With Rich Maps

Ming-Fang Chang, John Lambert, +8 authors James Hays
Computer Science
IEEE/CVF Conference on Computer Vision and…
1 June 2019

We present Argoverse, a dataset designed to support autonomous vehicle perception tasks including 3D tracking and motion forecasting. Expand

Scene completion using millions of photographs

James Hays, Alexei A. Efros
Computer Science
Commun. ACM
1 October 2008

We present a new image completion algorithm powered by a huge database of photographs gathered from the Web. Expand

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