Understanding Video with Deep ConvoluBonal Neural Networks · Computer Vision Victoria Dean, Carl...

ComputerVision

VictoriaDean,CarlVondrick,AntonioTorralba(ElectricalEngineeringandComputerScience)CiscoUndergraduateResearchandInnovaBonScholar

UnderstandingVideowithDeepConvoluBonalNeuralNetworks

NeuralNetworks

UnsupervisedLearningforFramePredicBon CurrentFramePredicBonModels

Currentstatus NextStepsandReferences

Givenpastframes,predictfutureframe•  Thepreviousframesareinputstothepredictor,

whicha6emptstogeneratethenextframext+1•  Costfunc

Understanding Video with Deep ConvoluBonal Neural Networks · Computer Vision Victoria Dean, Carl...

Documents

Transcript of Understanding Video with Deep ConvoluBonal Neural Networks · Computer Vision Victoria Dean, Carl...

Learning visual biases from human imaginationvondrick/imagination/paper.pdf · Learning visual biases from human imagination Carl Vondrick Hamed Pirsiavashy Aude Oliva Antonio Torralba

Selim Aksoy Department of Computer Engineering Bilkent ...saksoy/courses/cs484-Spring2010/...CS 484, Spring 2010 ©2010, Selim Aksoy 89 Adapted from Antonio Torralba, MIT Context CS

Memorability of Image Regions...Memorability of Image Regions Aditya Khosla Jianxiong Xiao Antonio Torralba Aude Oliva Massachusetts Institute of Technology fkhosla,xiao,torralba,olivag@csail.mit.edu

QDQ media: The Beauty Concept por Paz Torralba

Authors : Antonio Torralba, Kevin P. Murphy, William T. Freeman, and Mark A. Rubin

Following Gaze in Video...Adri`a Recasens Carl Vondrick Aditya Khosla Antonio Torralba Massachusetts Institute of Technology {recasens, vondrick, khosla, torralba}@csail.mit.edu 0.8

Opportunities of Scale Computer Vision James Hays, Brown Many slides from James Hays, Alyosha Efros, and Derek Hoiem Graphic from Antonio Torralba.

Leo Zhu CSAIL MIT Joint work with Chen, Yuille, Freeman and Torralba 1.

Fast and Compact Retrieval Methods in Computer Vision Part II A. Torralba, R. Fergus and Y. Weiss. Small Codes and Large Image Databases for Recognition.

Torralba 75

Torralba 08

HOGgles: Visualizing Object Detection Features...HOGgles: Visualizing Object Detection Features∗ Carl Vondrick, Aditya Khosla, Tomasz Malisiewicz, Antonio Torralba Massachusetts

Unbiased Look at Dataset Bias...Unbiased Look at Dataset Bias Antonio Torralba Massachusetts Institute of Technology torralba@csail.mit.edu Alexei A. Efros Carnegie Mellon University

Unbiased Look at Dataset Bias - People | MIT CSAILpeople.csail.mit.edu/torralba/publications/datasets_cvpr... · 2011-06-28 · Unbiased Look at Dataset Bias Antonio Torralba Massachusetts

Specular reflections and the perception of shapelewicki/cp-s08/Fleming-Torralba-Adelson-04-JOV.… · Journal of Vision (2004) 4, 798-820 Fleming, Torralba, & Adelson 799 Indeed,

Quantifying Context Effects on Image Memorabilityfigrim.mit.edu/figrimPoster.pdf · Zoya Bylinskii, Phillip Isola, Antonio Torralba, Aude Oliva Computer Science and Artiﬁcial Intelligence

Carl Vondrick, Antonio Torralba Adria Recasens*, Aditya ...vision.cs.utexas.edu/381V-spring2016/slides/goel-expt.pdfWhere are they looking? Adria Recasens*, Aditya Khosla*, Carl Vondrick,

Yusuf Aytar, Carl Vondrick, Antonio Torralba Abstract ... · Yusuf Aytar, Carl Vondrick, Antonio Torralba Massachusetts Institute of Technology fyusuf,vondrick,torralbag@csail.mit.edu

HOGgles: Visualizing Object Detection Featuresopenaccess.thecvf.com/...HOGgles_Visualizing_Object_2013_ICCV_p… · HOGgles: Visualizing Object Detection Features∗ Carl Vondrick,

Proceedings of the IEEE 2010 Antonio Torralba, MIT Jenny Yuen, MIT Bryan C. Russell, MIT.

Carl Vondrick, Antonio Torralba Adria Recasens, Aditya ...vision.cs.utexas.edu/381V-spring2016/slides/goel-expt.pdfWhere are they looking? Adria Recasens, Aditya Khosla*, Carl Vondrick,