Jonathan Krause

Short Bio
	Update: This page is an archive of my work while I was a PhD student at Stanford. See my Google scholar page for a more up-to-date list of publications.

Selected Work
	For an up-to-date list of publications, see my Google scholar page.

		A Hierarchical Approach for Generating Descriptive Image Paragraphs Jonathan Krause, Justin Johnson, Ranjay Krishna, Li Fei-Fei. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Honolulu, HI. 2017. [arxiv] [website] [dataset]

		Using Deep Learning and Google Street View to Estimate the Demographic Makeup of the US Timnit Gebru, Jonathan Krause, Yilun Wang, Duyun Chen, Jia Deng, Erez Lieberman Aiden, Li Fei-Fei [arxiv]

		Scalable Annotation of Fine-Grained Objects Without Experts Timnit Gebru, Jonathan Krause, Jia Deng, Li Fei-Fei. ACM Conference on Human Factors in Computing Systems (CHI). 2017. [pdf]

		Fine-Grained Car Detection for Visual Census Estimation Timnit Gebru, Jonathan Krause, Yilun Wang, Duyun Chen, Jia Deng, Li Fei-Fei. AAAI Conference on Artificial Intelligence AAAI. 2017. [pdf]

		The Unreasonable Effectiveness of Noisy Data for Fine-Grained Recognition Jonathan Krause, Benjamin Sapp, Andrew Howard, Howard Zhou, Alexander Toshev, Tom Duerig, James Philbin, Li Fei-Fei. European Conference on Computer Vision (ECCV). Amsterdam, The Netherlands. October 8-16, 2016. [arxiv] [data]

		Leveraging the Wisdom of the Crowd for Fine-Grained Recognition Jia Deng, Jonathan Krause, Michael Stark, Li Fei-Fei. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI). 2015. [pre-print]

		Fine-Grained Recognition without Part Annotations Jonathan Krause, Hailin Jin, Jianchao Yang, Li Fei-Fei. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Boston, MA. June 7-12, 2015. [pdf] [supp] [BibTex] [some code]

		Visual Census: Using Cars to Study People and Society Timnit Gebru, Jonathan Krause, Yilun Wang, Duyun Chen, Jia Deng, Li Fei-Fei International Workshop on Large Scale Visual Recognition and Retrieval (Bigvision). 2015. [pdf]

		ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, Alexander C. Berg, Li Fei-Fei. IJCV 2015 [paper] [arxiv]

		Learning Features and Parts for Fine-Grained Recognition Jonathan Krause, Timnit Gebru, Jia Deng, Li-Jia Li, Li Fei-Fei International Conference on Pattern Recognition (ICPR). Stockholm, Sweden. August 24 - 28, 2014. Invited Paper [pdf] [BibTex]

		Scalable Multi-Label Annotation Jia Deng, Olga Russakovsky, Jonathan Krause, Michael Bernstein, Alex Berg, Li Fei-Fei ACM Conference on Human Factors in Computing Systems (CHI). Toronto, Canada. April 26 - May 1, 2014. [pdf] [BibTex] [slides]

		3D Object Representations for Fine-Grained Categorization Jonathan Krause, Michael Stark, Jia Deng, Li Fei-Fei 4th IEEE Workshop on 3D Representation and Recognition, at ICCV 2013 (3dRR-13). Sydney, Australia. Dec. 8, 2013. [pdf] [supp] [BibTex] [slides]

		Fine-Grained Crowdsourcing for Fine-Grained Recognition Jia Deng, Jonathan Krause, Li Fei-Fei IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Portland, OR. June 23-28, 2013. *Oral presentation* [pdf] [BibTex] [UI Code]

		Collecting a Large-Scale Dataset of Fine-Grained Cars Jonathan Krause, Jia Deng, Michael Stark, Li Fei-Fei Second Workshop on Fine-Grained Visual Categorization (FGVC²). Portland, OR. June 28, 2013. [pdf] [Poster]

		Fine-Grained Categorization for 3D Scene Understanding Michael Stark, Jonathan Krause, Bojan Pepik, David Meger, James Little, Bernt Schiele, Daphne Koller British Machine Vision Conference (BMVC). Guildford, England. September 3-7, 2012. [pdf] [BibTex] [Data]

		Hedging Your Bets: Optimizing Accuracy-Specificity Trade-offs in Large Scale Visual Recognition Jia Deng, Jonathan Krause, Alex Berg, Li Fei-Fei IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Providence, RI. June 16-21, 2012. [pdf] [Supplemental] [BibTex]

		The Next Big One: Detecting Earthquakes and other Rare Events from Community-based Sensors Matthew Faulkner, Michael Olson, Rishi Chandy, Jonathan Krause, K. Mani Chandy, Andreas Krause IEEE International Conference on Information Processing in Sensor Networks (IPSN). Chicago, IL. April 12-14, 2011. [pdf] [BibTex]

Professional Activities

Organizer for the ILSVRC tutorial at CVPR 2015.
Organizer of FGComp 2013.
Organizer of ILSVRC 2013 and ILSVRC 2014.
Program Committee of the Third Workshop on Fine-Grained Visual Categorization at CVPR 2015.
Program Committee of the International Workshop on Large Scale Visual Recognition and Retrieval at CVPR 2015.
Program Committee of the Human-Machine Communication for Visual Recognition and Search workshop at ECCV 2014.
Reviewer for CVPR 2016
Reviewer for ECCV 2016
Reviewer for NIPS 2016
Reviewer for Transactions on Pattern Analysis and Machine Intelligence (PAMI).
Reviewer for CVIU special issue on Shape Representations Meet Visual Recognition.
Member of ImageNet research team.