ACADEMIC POSITIONS
|
2017 -- present |
Professor,
EECS Department
UC Berkeley
|
|
2013 -- 2017 |
Associate Professor,
EECS Department
UC Berkeley
|
|
2010 -- 2013 |
Associate Professor,
The Robotics Institute and
Computer Science Department
Carnegie Mellon University, Pittsburgh, PA, USA
|
|
2004 -- 2010 |
Assistant Professor,
The Robotics Institute and
Computer Science Department
Carnegie Mellon University, Pittsburgh, PA, USA
|
|
Fall 2009 |
Guggenheim Fellow,
WILLOW Laboratory
Ecole Normale Superieure / INRIA, Paris, France
|
|
2003 -- 2004 |
Visiting Research Fellow, Robotics Research Group
University of Oxford, England
|
|
1998 -- 2003 |
Graduate Student Researcher,
Computer Vision Research Group
University of California, Berkeley
|
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1993 -- 1997 |
Research Assistant,
Computer Science Department
University of Utah
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PUBLICATIONS
Refereed Journal Articles
-
T. C. Henderson, A. A. Efros, ``Evolutionary Teleomorphology,'' Robotics
and Autonomous Systems, Vol. 19, No. 1, 1997.
-
T. M. Sobh, M. Dekhil, and A. A. Efros, ``Sensing Under Uncertainty for
Mobile Robots,'' Journal of Intelligent & Robotic Systems,
Vol. 25, No. 1, 1999
-
M. Dekhil, A. A. Efros, and T.M. Sobh, ``Commanding
sensors and controlling indoor autonomous mobile robots,''
International Journal of Intelligent Control and Systems,
Vol. 3, No. 1, 1999.
-
T. M. Sobh, M. Dekhil, A. A. Efros and R. Mihali, ``Logical Control for
Mobile Robots,'' International Journal of Robotics & Automation,
Vol. 16, No. 2, 2001.
- L. Ren, A. Patrick, A.A. Efros, J. Hodgins, and J.M.
Rehg, ``Quantifying Natural Human Motion'', Transactions on Graphics (SIGGRAPH 05), July 2005
- D. Hoiem, A.A. Efros, and M. Hebert, ``Automatic Photo
Pop-up'', Transactions on Graphics (SIGGRAPH 05), July 2005
- J. Hays, A. A. Efros. ``Scene Completion Using Millions of
Photographs'', ACM Transactions on Graphics (SIGGRAPH 2007),
August 2007, vol. 26, No. 3.
- J.-F. Lalonde, D. Hoiem, A. A. Efros, C. Rother,
J. Winn, A. Criminisi. ``Photo Clip Art'', ACM Transactions on
Graphics (SIGGRAPH 2007), August 2007, Vol 26. No. 3.
- D. Hoiem, A.A. Efros, and M. Hebert, ``Recovering Surface Layout
from an Image'', International Journal of Computer Vision
(IJCV), vol. 75, no. 1, October 2007
- M.H. Nguyen, J.-F. Lalonde, A.A. Efros, F.
de la Torre. ``Image-based Shaving'', Computer Graphics Forum
Journal (Eurographics 2008), 27(2), 2008.
- D. Hoiem, A.A. Efros, and M. Hebert, ``Putting
Objects in Perspective'', International Journal of Computer Vision
(IJCV), vol. 80, no. 1, October 2008
- J. Hays and A.A. Efros, ``Scene completion using millions of photographs'',
Communications of the ACM, vol. 51, no. 10, October 2008
(named Seminal Graphics Paper)
- J.-F. Lalonde, A.A. Efros, S.G. Narasimhan,
``Webcam Clip Art: Appearance and Illuminant
Transfer from Time-lapse Sequences'',
ACM Transactions on Graphics (SIGGRAPH Asia 2009), 28(5), 2009
- J.-F. Lalonde, S.G. Narasimhan, A.A. Efros,
``What Do the Sun and the Sky Tell Us About the Camera?'',
International Journal of Computer Vision (IJCV), vol 88, no. 1,
2010
- D. Hoiem, A.A. Efros, and M. Hebert,
``Recovering Occlusion Boundaries from an Image'',
International Journal of Computer Vision (IJCV),
vol 91, no. 3, 2011
- A. Srivastava, T. Malisiewicz, A. Gupta, A.A. Efros,
``Data-driven Visual Similarity for Cross-domain Image Matching'',
ACM Transactions on Graphics (SIGGRAPH Asia 2011), 30(6), 2011
- J.-F. Lalonde, A.A. Efros, S.G. Narasimhan,
``Estimating the Natural Illumination Conditions from a Single Outdoor
Image'',
International Journal of Computer Vision (IJCV), vol 98, no. 2,
2012
- C. Doersch, S. Singh, A. Gupta, J. Sivic, A.A. Efros,
``What makes Paris look like Paris?'',
ACM Transactions on Graphics (SIGGRAPH 2012), 31(3), 2012
- E. Reinhard, A.A. Efros, J. Kautz, H.P. Seidel, ``On Visual Realism of
Synthesized Imagery'', Proceedings of the IEEE, 101(9), pp
pp 1998-2007, Sept 2013
- H. Kang, M. Hebert, A.A. Efros, T. Kanade, ``Data-driven Objectness'',
IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI),
99, pp 1-8, April 2014
- N. Kholgade, T. Simon, A.A. Efros, Y. Sheikh,``3D Object Manipulation
in a Single Photograph using Stock 3D Models'', ACM
Transactions on Graphics (SIGGRAPH 2014), August 2014, vol. 33, No.
4.
- J.-Y. Zhu, Y.J. Lee, A.A. Efros, ``AverageExplorer:
Interactive Exploration and Alignment of Visual Data Collections'',
ACM
Transactions on Graphics (SIGGRAPH 2014), August 2014, vol. 33, No.
4.
- D. Fouhey, V. Delaitre, A. Gupta, A.A. Efros, I. Laptev, J. Sivic,
``People Watching: Human Actions as a Cue for Single View Geometry'',
International Journal of Computer Vision (IJCV), vol 110, no. 3,
Dec 2014
-
S. Arietta, A.A. Efros, R. Ramamoorthi, M. Agrawala,
``City Forensics: Using Visual Elements to Predict Non-Visual City
Attributes'', IEEE Transactions on Visualization and Computer
Graphics, vol 20, no. 12, 2013 (Best Paper honorable mention)
-
J-Y. Zhu, A. Agarwala, A.A. Efros, E. Shechtman, J. Wang,
``Mirror Mirror: Crowdsourcing better portraits'',
ACM Transactions on Graphics (SIGGRAPH Asia), vol 33, no 6, 2014
-
F. Okura, K. Vanhoey, A. Bousseau, A.A. Efros, G. Drettakis,
``Unifying Color and Texture Transfer for Predictive Appearance
Manipulation'',
Computer Graphics Forum (Proceedings of the Eurographics Symposium on
Rendering), Volume 34, Number 4, 2015
- C. Doersch, S. Singh, A. Gupta, J. Sivic, A.A. Efros,
``What makes Paris look like Paris?'',
Comm. of the ACM, 58(12), 2015
- T.-C. Wang, A.A. Efros, R. Ramamoorthi,
``Depth Estimation with Occlusion Modeling Using Light-field Cameras'',
Transactions on Pattern Analysis and Machine Intelligence
(PAMI), 2016
- J. Ribelles, D. Gutierrez, A.A. Efros,
``BUILDUP: interactive creation of urban scenes from large photo
collections'', Multimedia Tools and Applications, 76(10), 2017
- R Zhang, JY Zhu, P Isola, X Geng, AS Lin, T Yu, AA Efros,
``Real-time user-guided image colorization with learned deep priors'',
ACM Transactions on Graphics (SIGGRAPH), 36(4), 119:1--119:11, 2017
- T-C. Wang, J-Y. Zhu, N.K. Kalantari, A.A. Efros, R. Ramamoorthi,
``Light Field Video Capture Using a Learning-Based Hybrid Imaging
System'',
ACM Transactions on Graphics (SIGGRAPH), 36(4), 133:1--133:13,
2017
- T-C. Wang, M. Chandraker, A.A. Efros, R. Ramamoorthi,
``SVBRDF-Invariant Shape and Reflectance Estimation from a Light-Field
Camera'', IEEE Trans. PAMI 40(3): 740-754, 2018
- J. Delanoy, M. Aubry, P. Isola, A.A. Efros, A. Bousseau,
``3D Sketching using Multi-View Deep Volumetric Prediction'',
Proc. of the ACM on Computer Graphics and Interactive Techniques,
1(1), July 2018
- J. Philip, M. Gharbi, T. Zhou, A.A. Efros, G. Drettakis,
``Multi-view Relighting using a Geometry-Aware Network'',
ACM Transactions on Graphics (SIGGRAPH), 38(4), July 2019
- B. Yang, D. Jayaraman, G. Berseth, A.A. Efros and S. Levine,
"Morphology-Agnostic Visual Robotic Control," in IEEE Robotics and
Automation Letters, vol. 5, no. 2, pp. 766-773, April 2020
- X. Shen, R. Champenois, S. Ginosar, I. Pastrolin, M.
Rousselot, O. Bounou, T. Monnier, S. Gidaris, F. Bougard,
P.-G. Raverdy, M.-F. Limon, C. Benevent, M.
Smith, O. Poncet, K. Bender, B. Joyeux-Prunel, E. Honig,
A.A. Efros, M. Aubry, ``Spatially-Consistent
Feature Matching and Learning for Heritage Image Analysis,'' Int J
Computer Vision, 130, 2022
Refereed Conference Papers
-
A. A. Efros, T. K. Leung, ``Texture Synthesis by Non-parametric
Sampling,'', IEEE International Conference on Computer Vision (ICCV),
Corfu, Greece, September 1999
(Helmholtz Test-of-Time Prize)
- A. A. Efros, W. T. Freeman, ``Image Quilting for Texture
Synthesis and Transfer'', Proceedings of SIGGRAPH 01, Los
Angeles, August 2001
(named Seminal Graphics Paper)
-
A. A. Efros, A. C. Berg, G. Mori, J. Malik, ``Recognizing Action at a
Distance,'', IEEE International Conference on Computer Vision (ICCV),
Nice, France, October 2003
(Helmholtz Test-of-Time Prize)
- G. Mori, X. Ren, A. A. Efros, J. Malik,
``Recovering Human Body Configurations: Combining Segmentation and
Recognition'', IEEE Conference on Computer Vision and Pattern
Recognition (CVPR), Washington DC, June 2004.
- A. A. Efros, V. Isler, J. Shi, M. Visontai, ``Seeing Through
Water'', Advances in Neural Information Processing Systems (NIPS), vol 17, Vancouver, BC, December 2004.
- D. Hoiem, A.A. Efros, and M. Hebert, ``Geometric Context from a
Single Image'', IEEE International Conference on Computer Vision
(ICCV), Beijing, October 2005.
- J. Sivic, B.C. Russell, A.A. Efros, A. Zisserman, W. T. Freeman,
``Discovering objects and their localization in images'',
IEEE International Conference on Computer Vision (ICCV), Beijing,
October 2005
(Helmholtz Test-of-Time Prize)
- J. Hays, M. Leordeanu, A.A. Efros, Y. Liu, ``Discovering Texture
Regularity as a Higher-Order Correspondence Problem'', European
Conference on Computer Vision (ECCV), Graz, Austria, May 2006.
- B.C. Russell, A.A. Efros, J. Sivic, A. Zisserman, W. T. Freeman,
``Using Multiple Segmentations to Discover Objects and their
Extent in Image Collections'', IEEE Conference on Computer Vision
and Pattern Recognition (CVPR), New York, June 2006.
- D. Hoiem, A.A. Efros, and M. Hebert, ``Putting Objects in
Perspective'', IEEE Conference on Computer Vision and Pattern Recognition
(CVPR), New York, June 2006. (Best Paper Award)
- B. Nabbe, D. Hoiem, A.A. Efros, M. Hebert, ``Opportunistic use of
vision to push back the path planning horizon'',
IEEE International Conference on Intelligent Robots and Systems
(IROS), Beijing, October 2006.
- T. Malisiewicz, A.A. Efros, ``Improving Spatial Support for Objects
via Multiple Segmentations'', British Machine Vision Conference (BMVC 2007)
, September 2007.
- D. Hoiem, A. Stein, A.A. Efros, M. Hebert, ``Recovering
Occlusion Boundaries from a Single Image'', IEEE International
Conference on Computer Vision (ICCV), Rio de Janeiro, October 2007.
- J.-F. Lalonde, A.A. Efros, ``Using Color Compatibility for Assessing
Image Realism'', IEEE International Conference on Computer Vision
(ICCV), Rio de Janeiro, October 2007.
- J. Hays, A.A. Efros, ``im2gps: estimating geographic information
from a single image'', Conference on
Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska,
June 2008
- T. Malisiewicz, A.A. Efros , ``Recognition by Association via
Learning per-exemplar Distances'', Conference on Computer Vision and
Pattern Recognition (CVPR), Anchorage, Alaska, June 2008
- D. Hoiem, A.A. Efros, M. Hebert, ``Closing the Loop on Scene
Interpretation'', Conference on Computer Vision and Pattern
Recognition (CVPR), Anchorage, Alaska, June 2008
- J. Sivic, B.C. Russell, A. Zisserman, W.T. Freeman, A.A. Efros,
``Unsupervised Discovery of Object Hierarchies'', Conference on
Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska,
June 2008
- J-F Lalonde, S.G. Narasimhan, A.A. Efros,
``What Does the Sky Tell Us About the Camera?'', European Conference
on Computer Vision (ECCV), Marseille, France, October 2008
- S.K. Divvala, D. Hoiem, J. Hays, A.A. Efros, M. Hebert,
``An Empirical Study of Context in Object Detection'', Conference on
Computer vision and Pattern ecognition (CVPR), Miami Beach, Florida,
June 2009
- J-F Lalonde, A.A. Efros, S.G. Narasimhan, ``Estimating Natural
Illumination from a Single Outdoor Image'', International Conference
on Computer Vision (ICCV), Kyoto, Japan, October 2009
- E. Kalogerakis, O. Vesselova, J. Hays, A.A. Efros, A. Hertzmann,
``Image Sequence Geolocation with Human Travel
Priors'', International Conference on Computer Vision (ICCV),
Kyoto, Japan, October 2009
- T. Malisiewicz, A.A. Efros, ``Beyond Categories: The Visual Memex
Model for Reasoning About Object Relationships'',
NIPS 2009, Vancouver,
Canada, December 2009
- B. Russell, A.A. Efros, J. Sivic, B. Freeman, A. Zisserman,
``Segmenting Scenes by Matching Image Composites'',
NIPS 2009, Vancouver,
Canada, December 2009
- A. Gupta, A.A. Efros, M. Hebert, ``Blocks World Revisited:
Image Understanding using Qualitative Geometry and Mechanics'',
European Conference on Computer Vision (ECCV), Crete, Greece,
September 2010 (Best Paper Honorable Mention)
- J-F Lalonde, A.A. Efros, S.G. Narasimhan, ``Detecting Ground
Shadows in Outdoor Consumer Photographs'', European Conference on
Computer Vision (ECCV), Crete, Greece, September 2010
- A. Gupta, S. Satkin, A.A. Efros, M. Hebert, ``From 3D Scene Geometry
to Human Workspace'', Conference on Computer Vision and Pattern
Recognition (CVPR), Colorado Springs, June 2011
- A. Torralba, A.A. Efros, ``Unbiased Look at Dataset Bias'',
Conference on Computer Vision and Pattern Recognition (CVPR),
Colorado Springs, June 2011
- T. Malisiewicz, A. Gupta, A.A. Efros, ``Ensemble of Exemplar-SVMs
for Object Detection and Beyond'', International Conference on Computer
Vision (ICCV), Barcelona, Nov 2011
- S. Divvala, A.A. Efros, M. Hebert, ``Object Instance Sharing by
Enhanced Bounding Box Correspondence'', British Machine
Vision Conference (BMVC),
Sept 2012
- S. Singh, A. Gupta, A.A. Efros,
``Unsupervised Discovery of Mid-Level Discriminative Patches'',
European Conference on Computer Vision (ECCV), Florence, Oct
2012
- D. Fouhey, V. Delaitre, A. Gupta, A.A. Efros, I. Laptev, J. Sivic,
``People Watching: Human Actions as a Cue for Single View Geometry'',
European Conference on Computer Vision (ECCV), Florence, Oct
2012
- V. Delaitre, D. Fouhey, I. Laptev, J. Sivic, A. Gupta, A.A. Efros,
``Scene Semantics from Long-term Observation of People'',
European Conference on Computer Vision (ECCV), Florence, Oct 2012
- F. Palermo, J. Hays, A.A. Efros, ``Dating Historical Color
Images'',
European Conference on Computer Vision (ECCV),
Florence, Oct 2012
- A. Khosla, T. Zhou, T. Malisiewicz, A.A. Efros, A. Torralba,
``Undoing the Damage of Dataset Bias'', European Conference on
Computer Vision (ECCV), Florence, Oct 2012
- H. Kang, M. Hebert, A.A. Efros, T. Kanade. ``Connecting Missing
Links: Object Discovery from Sparse Observations using 5 Million
Product Images'', European Conference on Computer Vision
(ECCV), Florence, Oct 2012
- C. Doersch, A. Gupta, A.A. Efros. ``Mid-Level Visual
Element Discovery as Discriminative Mode Seeking'', in Proc. Neural
Information Processing Systems (NIPS), Reno, NV, Dec 2013
- Y.J. Lee, A.A. Efros, and M. Hebert, ``Style-aware Mid-level
Representation for Discovering Visual Connections in Space and Time'',
in Proceedings of the IEEE International Conference on Computer Vision
(ICCV), Sydney, Dec 2013
- M. Aubry, D. Maturana, A.A. Efros, B. Russell, J.Sivic,
``Seeing 3D chairs: exemplar part-based 2D-3D alignment using a large
dataset of CAD models'', in Proc. IEEE Conf. on Computer Vision and
Pattern Recognition
(CVPR),
Columbus, OH, June 2014
- C. Doersch, A. Gupta, A.A. Efros, ``Context as
Supervisory Signal: Discovering Objects with Predictable Context'', In
Proc. European Conference on Computer Vision (ECCV), Zurich, Sept
2014
-
S. Lee, N. Maisonneuve, D. Crandall, A.A. Efros, J. Sivic,
``Linking past to present: Discovering style in two centuries of
architecture'',
in International Conference on Computational Photography (ICCP 2015),
May 2015
-
T. Zhou, Y.-J. Lee, S.X. Yu, A.A. Efros,
``FlowWeb: Joint Image Set Alignment by Weaving Consistent, Pixel-wise
Correspondences'', in IEEE Conf. on Computer Vision and Parrern
Recognition (CVPR), 2015, Boston, June 2015
-
T.-C. Wang, A.A. Efros, R. Ramamoorthi,
``Occlusion-aware Depth Estimation Using Light-field Cameras'',
in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
-
J.-Y. Zhu, P. Krähenbühl, E. Shechtman, A.A. Efros,
``Learning a Discriminative Model for the Perception of Realism in
Composite Images``,
in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
-
T. Zhou, P. Krähenbühl, A.A. Efros,
``Learning Data-driven Reflectance Priors for Intrinsic Image
Decomposition'',
in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
-
C. Doersch, A. Gupta, A.A. Efros,
``Unsupervised Visual Representation Learning by Context Prediction'',
in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
-
K.K. Singh, K. Fatahalian, A.A. Efros,
``KrishnaCam: Using a Longitudinal, Single-Person, Egocentric Dataset for
Scene Understanding Tasks'',
in IEEE Winter Conference on Applications of
Computer Vision (WACV), Lake Placid, March 2016
-
T.-C. Wang, M. Chandraker, A.A. Efros, R. Ramamoorthi,
``SVBRDF-Invariant Shape and Reflectance Estimation from Light-Field
Cameras'',
in IEEE Conf. on Computer Vision and Pattern Recognition
(CVPR), Los Vegas, June 2016
-
D. Pathak, P. Krähenbühl, J. Donahue, T. Darrell, A.A. Efros,
``Context Encoders: Feature Learning by Inpainting'',
in IEEE Conf. on Computer Vision and Pattern Recognition
(CVPR), Los Vegas, June 2016
-
T. Zhou, P. Krähenbühl, M. Aubry, Q. Huang, A.A. Efros,
``Learning Dense Correspondence via 3D-guided
Cycle Consistency'',
in IEEE Conf. on Computer Vision and Pattern Recognition
(CVPR), Los Vegas, June 2016
- R. Zhang, P. Isola, A.A. Efros, ``Colorful Image Colorization'',
in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
- T.-C. Wang, J.-Y. Zhu, E. Hiroaki, M. Chandraker, A.A.
Efros, R. Ramamoorthi, ``4D Light-Field Dataset and CNN
Architectures for Material Recognition'',
in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
-
T. Zhou, S. Tulsiani, W. Sun, J. Malik, A.A. Efros,
``View Synthesis by Appearance Flow'',
in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
-
J.-Y. Zhu, P. Krähenbühl, E. Shechtman, A.A. Efros,
``Generative Visual Manipulation on the Natural Image Manifold'',
in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
-
P. Isola, J.-Y. Zhu, T. Zhou, A.A. Efros, ``Image-to-image translation
with
conditional adversarial networks'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu,
July 2017
- R. Zhang, P. Isola, A.A. Efros,
``Split-brain autoencoders: Unsupervised learning by cross-channel
prediction'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu,
July 2017
-
S. Tulsiani, H. Su, L.J. Guibas, A.A. Efros, J. Malik,
``Learning shape abstractions by assembling volumetric primitives'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu,
July 2017
-
S. Tulsiani, T. Zhou, A.A. Efros, J. Malik,
``Multi-view supervision for single-view reconstruction via differentiable
ray consistency'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu,
July 2017
-
D. Pathak, P. Agrawal, A.A. Efros, T. Darrell,
``Curiosity-driven exploration by self-supervised prediction'',
Proceedings of the 34th International Conference on Machine Learning
(ICML), Aug 2017
- J.Y. Zhu, T. Park, P. Isola, A.A. Efros,
``Unpaired image-to-image translation using cycle-consistent adversarial
networks'',
The IEEE International Conference on Computer Vision (ICCV), Venice, Oct
2017
- J.Y. Zhu, R. Zhang, D. Pathak,
T. Darrell, A.A. Efros, O. Wang, E. Shechtman,
``Toward Multimodal Image-to-Image Translation'',
In Neural Information Processing Systems (NIPS), Long Beach, Dec 2017
- D. Pathak, P. Mahmoudieh, G. Luo, P. Agrawal, D. Chen,
Y. Shentu, E. Shelhamer, J. Malik, A.A. Efros, T. Darrell,
``Zero-shot Visual Immitation'', in International Conference on Learning
Representations (ICLR), May 2018
- S. Tulsiani, S. Gupta, D. Fouhey, A.A. Efros, J. Malik,
``Factoring Shape, Pose, and Layout from the 2D Image of a 3D Scene'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt
Lake City, June 2018
- D. Fouhey, W. Kuo, A.A. Efros, J. Malik,
``From Lifestyle VLOGs to Everyday Interactions'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt
Lake City, June 2018
- S. Tulsiani, A.A. Efros, J. Malik,
``Multi-view Consistency as Supervisory Signal for Learning Shape and Pose
Prediction'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt
Lake City, June 2018
- R. Zhang, P. Isola, A.A. Efros, E. Shechtman, O. Wang,
``The Unreasonable Effectiveness of Deep Features as a Perceptual
Metric'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt
Lake City, June 2018
- R. Dubey, P. Agrawal, D. Pathak, T. Griffiths, A.A. Efros,
``Investigating Human Priors for Playing Video Games'',
in International Conference on Machine Learning (ICML), Stockholm, July
2018
- J. Hoffman, E. Tzeng, T. Park, J-Y Zhu, P. Isola, K. Saenko, A.A.
Efros, T. Darrell, ``CyCADA: Cycle-Consistent Adversarial Domain
Adaptation'',
in International Conference on Machine Learning (ICML), Stockholm, July
2018
- A. Kanazawa, S. Tulsiani, A.A. Efros, J. Malik,
``Learning Category-Specific Mesh Reconstruction from Image Collections'',
in European Conference on Computer Vision (ECCV), Munich, Sept 2018
- A. Owens, A.A. Efros,
``Audio-Visual Scene Analysis with Self-Supervised Multisensory
Features'',
in European Conference on Computer Vision (ECCV), Munich, Sept 2018
- M. Huh, A. Liu, A. Owens, A.A. Efros,
``Fighting Fake News: Image Splice Detection via Learned
Self-Consistency'',
in European Conference on Computer Vision (ECCV), Munich, Sept 2018
- Z. Wu and A.A. Efros, S.X. Yu,
``Improving Generalization via Scalable Neighborhood Component Analysis'',
in European Conference on Computer Vision (ECCV), Munich, Sept 2018
- Y. Burda, H. Edwards, D. Pathak, A. Storkey, T. Darrell, A.A. Efros,
``Large-Scale Study of Curiosity-Driven Learning'',
in International Conference on Learning Representations (ICLR), May 2019
- D. Jayaraman, F. Ebert, A.A. Efros, S. Levine,
``Time-Agnostic Prediction: Predicting Predictable Video Frames'',
in International Conference on Learning Representations (ICLR), May 2019
- X. Wang, A. Jabri, A.A. Efros,
``Learning Correspondence from the Cycle-Consistency of Time'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Long
Beach, June 2019
- X. Shen, A.A. Efros, M. Aubry,
``Discovering Visual Patterns in Art Collections with
Spatially-cinonsistent Feature Learning'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Long
Beach, June 2019
- C. Chan, S. Ginosar, T. Zhou, A.A. Efros,
``Everybody Dance Now'',
in International Conference on Computer Vision (ICCV), Seoul, Oct 2019
- A. Ghosh, R. Zhang, P. Dokaria, O. Wang, A.A.
Efros, P. Torr, E. Shechtman, ``Interactive Sketch & Fill:
Multiclass Sketch-to-Image Translation'',
in International Conference on Computer Vision (ICCV), Seoul, Oct 2019
- S.-Y. Wang, O. Wang, A. Owens, R. Zhang, A.A.
Efros, ``Detecting Photoshopped Faces by Scripting Photoshop'',
in International Conference on Computer Vision (ICCV), Seoul, Oct 2019
- D. Pathak, C. Lu, T. Darrell, P. Isola, A.A.
Efros, ``Learning to Control Self-Assembling Morphologies: A Study of
Generalization via Modularity'',
in Neural Information Processing Systems, Vancouver, Dec 2019
- S.-Y. Wang, O. Wang, R. Zhang, A. Owens, A.A.
Efros, ``CNN-generated images are surprisingly easy to spot... for
now'',
in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2020
- Y. Sun, X. Wang, Z. Liu, J. Miller, A.A. Efros,
M. Hardt, ``Test-Time Training with Self-Supervision for Generalization
under Distribution Shifts'', in International Conference for Machine
Learning (ICML), 2020
- L. Ma, Z. Lin, C. Barnes, A.A. Efros, J. Lu, ``Unselfie: Translating
Selfies to Neutral-pose Portraits in the Wild'', in European Conference
on Computer Vision (ECCV), 2020
- W. Peebles, J. Peebles, J.-Y. Zhu, A.A. Efros, A. Torralba,
``The Hessian Penalty: a Weak Prior for Unsupervised Disentanglement'',
in European Conference on Computer Vision (ECCV), 2020
- X. Shen, F. Darmon, A.A. Efros, M. Aubry,
``RANSAC-Flow: generic two-stage image alignment'',
in European Conference on Computer Vision (ECCV), 2020
- T. Park, A.A. Efros, R. Zhang, J.-Y. Zhu,
``Contrastive Learning for Unpaired Image-to-Image Translation'',
in European Conference on Computer Vision (ECCV), 2020
- A. Liu, S. Ginosar, T. Zhou, A.A. Efros, N.
Snavely, ``Learning to Factorize and Relight a City'',
in European Conference on Computer Vision (ECCV), 2020
- T. Park, J.-Y. Zhu, O. Wang, J. Lu, E. Shechtman, A.A. Efros, R. Zhang,
``Swapping Autoencoder for Deep Image Manipulation'',
in Neural Information Processing Systems, 2020
- A. Jabri, A. Owens, A.A. Efros,
``Space-Time Correspondence as a Contrastive Random Walk'',
in Neural Information Processing Systems, 2020
- T. Xiao, X. Wang, A.A. Efros, T. Darrell,
``What Should Not Be Contrastive in Contrastive Learning'',
in International Conference on Learning Representations, 2021
- N. Hansen, R. Jangir, Y. Sun, G. Alenya, P.
Abbeel, A.A. Efros, L. Pinto, X. Wang,
``Self-Supervised Policy Adaptation during Deployment'',
in International Conference on Learning Representations, 2021
- Q. Zhang, T. Xiao, A.A. Efros, L. Pinto, X. Wang,
``Learning Cross-Domain Correspondence for Control with Dynamics
Cycle-Consistency'',
in International Conference on Learning Representations, 2021
- U. Ojha, Y. Li, J. Lu, A.A. Efros, Y-J. Lee, E.
Shechtman, R. Zhang,
``Few-shot Image Generation via Cross-domain Correspondence'',
in Conf. on Computer Vision and Pattern Recognition (CVPR), 2021
- Z. Lai, S. Liu, A.A. Efros, X. Wang,
``Video Autoencoder: self-supervised disentanglement of static 3D
structure and motion'',
in International Conference on Computer Vision (ICCV), 2021
- D. Smirnov, M. Gharbi, M. Fisher, V. Guizilini, A.A.
Efros, J. Solomon,
``MarioNette: Self-Supervised Sprite Learning'',
in Neural Information Processing Systems, 2021
- M. Narasimhan, S. Ginosar, A. Owens, A.A. Efros, T. Darrell,
``Strumming to the beat: Audio-conditioned contrastive video textures'',
in IEEE Winter Conference on Applications of
Computer Vision (WACV), Hawaii, 2022
- Z. Bian, A. Jabri, A.A. Efros, A. Owens,
``Learning Pixel Trajectories with Multiscale Contrastive Random Walks'',
in Conf. on Computer Vision and Pattern Recognition (CVPR), 2022
- W. Peebles, J-Y. Zhu, R. Zhang, A. Torralba, A.A.
Efros, E. Shechtman,
``GAN-Supervised Dense Visual Alignment'',
in Conf. on Computer Vision and Pattern Recognition (CVPR), 2022
- G. Cazenavette, T. Wang, A. Torralba, A.A. Efros,
J-Y. Zhu,
``Dataset Distillation by Matching Training Trajectories'',
in Conf. on Computer Vision and Pattern Recognition (CVPR), 2022
- X. Li, X. Wang, M-H. Yang, A.A. Efros, S. Liu,
``Scraping Textures from Natural Images for Synthesis and Editing'',
in European Conference on Computer Vision (ECCV), 2022
- A.C. Li, A.A. Efros, D. Pathak,
``Understanding Collapse in Non-Contrastive Siamese Representation
Learning'',
in European Conference on Computer Vision (ECCV), 2022
- V.H. Maluleke, N. Thakkar, T. Brooks, E. Weber, T. Darrell, A.A.
Efros, A. Kanazawa, D. Guillory,
``Studying Bias in GANs through the Lens of Race''
in European Conference on Computer Vision (ECCV), 2022
- T. Monnier, M. Fisher, A.A. Efros, M. Aubry,
``Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance
Consistency'',
in European Conference on Computer Vision (ECCV), 2022
- T. Brooks, A.A. Efros,
``Hallucinating Pose-Compatible Scenes'',
in European Conference on Computer Vision (ECCV), 2022
- D. Epstein, T. Park, R. Zhang, E. Shechtman, A.A.
Efros,
``BlobGAN: Spatially Disentangled Scene Representations'',
in European Conference on Computer Vision (ECCV), 2022
Book Cchapters
- N. Rapoport, A.A. Efros, ``Monte Carlo Simulation of Polymer
High-Temperature Degradation and Fracture.'' (eds.) M. R. Tant, J. W.
Connell, H. L. N. McManus, High-Temperature Properties and
Applications of Polymeric Materials, American Chemical Society,
Washington, D.C., pp. 155-165, 1995.
- T. C. Henderson, A.A. Efros, ``Bio-based control for Intelligent
Autonomous Systems.'' (eds.) H. Bunke, T. Kanade, H. Noltemeier,
Modelling and Planning for Sensor Based Intelligent Robot
Systems, World Scientific, Singapore, pp. 431-442, 1995.
- T. M. Sobh, M. Dekhil, and A.A. Efros, ``Robust Sensing for Mobile
Robot Control'', Robot Control, Elsevier Science, 1997.
- J. Hays, A.A. Efros, ``Large-Scale Image Geolocalization'',
in Multimodal Location Estimation of Videos and Images,
Springer, pp. 41-62, 2015
- Y.-J. Lee, A.A. Efros, M. Hebert, ``Discovering Mid-level Visual
Connections in Space and Time'', in Large-Scale Visual
Geo-Localization, Springer International Publishing, pp. 21-40, 2016
Patents
- U.S. Patent #6,919,903: Texture synthesis and transfer for pixel images,
July 2005.
- U.S. Patent #7,785,180: Method, apparatus, and system for object recognition, object segmentation and knowledge acquisition, August 2010.
- International Patent WO2021034443A1: Human motion transfer for
dancing video synthesis, Feb 2021