Alexei A. Efros

3D Sketching using Multi-View Deep Volumetric Prediction

Johanna Delanoy, Mathieu Aubry, Phillip Isola, Alexei A. Efros, Adrien Bousseau

Comments See our accompanying video on https://youtu.be/DGIYzmlm2pQ, networks and databases available at https://ns.inria.fr/d3/3DSketching/. To appear in PACMCGIT

Multi-view Consistency as Supervisory Signal for Learning Shape and Pose Prediction

Shubham Tulsiani, Alexei A. Efros, Jitendra Malik

Comments Project url with code: https://shubhtuls.github.io/mvcSnP/

Factoring Shape, Pose, and Layout from the 2D Image of a 3D Scene

Shubham Tulsiani, Saurabh Gupta, David Fouhey, Alexei A. Efros, Jitendra Malik

Comments Project url with code: https://shubhtuls.github.io/factored3d

Zero-Shot Visual Imitation

Deepak Pathak, Parsa Mahmoudieh, Guanghao Luo, Pulkit Agrawal, Dian Chen, Yide Shentu, Evan Shelhamer, Jitendra Malik, Alexei A. Efros, Trevor Darrell

Comments Oral presentation at ICLR 2018. Website at https://pathak22.github.io/zeroshot-imitation/

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Richard Zhang, Phillip Isola, Alexei A. Efros, Eli Shechtman, Oliver Wang

Comments Accepted to CVPR 2018; Code and data available at https://www.github.com/richzhang/PerceptualSimilarity

Learning Beyond Human Expertise with Generative Models for Dental Restorations

Jyh-Jing Hwang, Sergei Azernikov, Alexei A. Efros, Stella X. Yu

A Computer Vision Pipeline for Automated Determination of Cardiac Structure and Function and Detection of Disease by Two-Dimensional Echocardiography

Jeffrey Zhang, Sravani Gajjala, Pulkit Agrawal, Geoffrey H. Tison, Laura A. Hallock, Lauren Beussink-Nelson, Eugene Fan, Mandar A. Aras, ChaRandle Jordan, Kirsten E. Fleischmann, Michelle Melisko, Atif Qasim, Alexei Efros, Sanjiv J. Shah, Ruzena Bajcsy, Rahul C. Deo

Comments 9 figures, 2 tables

CyCADA: Cycle-Consistent Adversarial Domain Adaptation

Judy Hoffman, Eric Tzeng, Taesung Park, Jun-Yan Zhu, Phillip Isola, Kate Saenko, Alexei A. Efros, Trevor Darrell

From Lifestyle Vlogs to Everyday Interactions

David F. Fouhey, Wei-cheng Kuo, Alexei A. Efros, Jitendra Malik

Comments Project page at: http://people.eecs.berkeley.edu/~dfouhey/2017/VLOG/

Curiosity-driven Exploration by Self-supervised Prediction

Deepak Pathak, Pulkit Agrawal, Alexei A. Efros, Trevor Darrell

Comments In ICML 2017. Website at https://pathak22.github.io/noreward-rl/

Real-Time User-Guided Image Colorization with Learned Deep Priors

Richard Zhang, Jun-Yan Zhu, Phillip Isola, Xinyang Geng, Angela S. Lin, Tianhe Yu, Alexei A. Efros

Comments Accepted to SIGGRAPH 2017. Project page: https://richzhang.github.io/ideepcolor

Light Field Video Capture Using a Learning-Based Hybrid Imaging System

Ting-Chun Wang, Jun-Yan Zhu, Nima Khademi Kalantari, Alexei A. Efros, Ravi Ramamoorthi

Comments ACM Transactions on Graphics (Proceedings of SIGGRAPH 2017)

Multi-view Supervision for Single-view Reconstruction via Differentiable Ray Consistency

Shubham Tulsiani, Tinghui Zhou, Alexei A. Efros, Jitendra Malik

Comments To appear at CVPR 2017. Project webpage : https://shubhtuls.github.io/drc/

Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction

Richard Zhang, Phillip Isola, Alexei A. Efros

Comments Accepted to CVPR 2017

View Synthesis by Appearance Flow

Tinghui Zhou, Shubham Tulsiani, Weilun Sun, Jitendra Malik, Alexei A. Efros

What makes ImageNet good for transfer learning?

Minyoung Huh, Pulkit Agrawal, Alexei A. Efros

Context Encoders: Feature Learning by Inpainting

Deepak Pathak, Philipp Krahenbuhl, Jeff Donahue, Trevor Darrell, Alexei A. Efros

Comments New results on ImageNet Generation

Journal ref CVPR 2016

Colorful Image Colorization

Richard Zhang, Phillip Isola, Alexei A. Efros

A 4D Light-Field Dataset and CNN Architectures for Material Recognition

Ting-Chun Wang, Jun-Yan Zhu, Ebi Hiroaki, Manmohan Chandraker, Alexei A. Efros, Ravi Ramamoorthi

Comments European Conference on Computer Vision (ECCV) 2016

Learning Dense Correspondence via 3D-guided Cycle Consistency

Tinghui Zhou, Philipp Krähenbühl, Mathieu Aubry, Qixing Huang, Alexei A. Efros

Comments To appear in CVPR 2016 (oral presentation)

Unsupervised Visual Representation Learning by Context Prediction

Carl Doersch, Abhinav Gupta, Alexei A. Efros

Comments Oral paper at ICCV 2015

Learning Data-driven Reflectance Priors for Intrinsic Image Decomposition

Tinghui Zhou, Philipp Krähenbühl, Alexei A. Efros

Comments International Conference on Computer Vision (ICCV) 2015

Learning a Discriminative Model for the Perception of Realism in Composite Images

Jun-Yan Zhu, Philipp Krähenbühl, Eli Shechtman, Alexei A. Efros

Comments International Conference on Computer Vision (ICCV) 2015

Unsupervised Discovery of Mid-Level Discriminative Patches

Saurabh Singh, Abhinav Gupta, Alexei A. Efros

Journal ref European Conference on Computer Vision, 2012

How important are Deformable Parts in the Deformable Parts Model?

Santosh K. Divvala, Alexei A. Efros, Martial Hebert