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The Worldwide Convention on Pc Imaginative and prescient 2021 (ICCV 2021), one of many world’s premier conferences on pc imaginative and prescient, begins this week. A Champion Sponsor and chief in pc imaginative and prescient analysis, Google could have a powerful presence at ICCV 2021 with greater than 50 analysis displays and involvement within the group of numerous workshops and tutorials.
In case you are attending ICCV this 12 months, we hope you’ll try the work of our researchers who’re actively pursuing the newest improvements in pc imaginative and prescient. Study extra about our analysis being introduced within the listing under (Google affilitation in daring).
Organizing Committee
Variety and Inclusion Chair: Negar Rostamzadeh
Space Chairs: Andrea Tagliasacchi, Boqing Gong, Ce Liu, Dilip Krishnan, Jordi Pont-Tuset, Michael Rubinstein, Michael S. Ryoo, Negar Rostamzadeh, Noah Snavely, Rodrigo Benenson, Tsung-Yi Lin, Vittorio Ferrari
Publications
MosaicOS: A Easy and Efficient Use of Object-Centric Photographs for Lengthy-Tailed Object Detection
Cheng Zhang, Tai-Yu Pan, Yandong Li, Hexiang Hu, Dong Xuan, Soravit Changpinyo, Boqing Gong, Wei-Lun Chao
Studying to Resize Photographs for Pc Imaginative and prescient Duties
Hossein Talebi, Peyman Milanfar
Joint Illustration Studying and Novel Class Discovery on Single- and Multi-Modal Information
Xuhui Jia, Kai Han, Yukun Zhu, Bradley Inexperienced
Explaining in Fashion: Coaching a GAN to Clarify a Classifier in StyleSpace
Oran Lang, Yossi Gandelsman, Michal Yarom, Yoav Wald, Gal Elidan, Avinatan Hassidim, William T. Freeman, Phillip Isola, Amir Globerson, Michal Irani, Inbar Mosseri
Studying Quick Pattern Re-weighting with out Reward Information
Zizhao Zhang, Tomas Pfister
Contrastive Multimodal Fusion with TupleInfoNCE
Yunze Liu, Qingnan Fan, Shanghang Zhang, Hao Dong, Thomas Funkhouser, Li Yi
Studying Temporal Dynamics from Cycles in Narrated Video
Dave Epstein*, Jiajun Wu, Cordelia Schmid, Chen Solar
Patch Craft: Video Denoising by Deep Modeling and Patch Matching
Gregory Vaksman, Michael Elad, Peyman Milanfar
How one can Prepare Neural Networks for Flare Removing
Yicheng Wu*, Qiurui He, Tianfan Xue, Rahul Garg, Jiawen Chen, Ashok Veeraraghavan, Jonathan T. Barron
Studying to Scale back Defocus Blur by Realistically Modeling Twin-Pixel Information
Abdullah Abuolaim*, Mauricio Delbracio, Damien Kelly, Michael S. Brown, Peyman Milanfar
Hybrid Neural Fusion for Full-Body Video Stabilization
Yu-Lun Liu, Wei-Sheng Lai, Ming-Hsuan Yang, Yung-Yu Chuang, Jia-Bin Huang
A Darkish Flash Regular Digital camera
Zhihao Xia*, Jason Lawrence, Supreeth Achar
Environment friendly Giant Scale Inlier Voting for Geometric Imaginative and prescient Issues
Dror Aiger, Simon Lynen, Jan Hosang, Bernhard Zeisl
Huge Self-Supervised Fashions Advance Medical Picture Classification
Shekoofeh Azizi, Basil Mustafa, Fiona Ryan*, Zachary Beaver, Jan Freyberg, Jonathan Deaton, Aaron Loh, Alan Karthikesalingam, Simon Kornblith, Ting Chen, Vivek Natarajan, Mohammad Norouzi
Physics-Enhanced Machine Studying for Digital Fluorescence Microscopy
Colin L. Cooke, Fanjie Kong, Amey Chaware, Kevin C. Zhou, Kanghyun Kim, Rong Xu, D. Michael Ando, Samuel J. Yang, Pavan Chandra Konda, Roarke Horstmeyer
Retrieve in Fashion: Unsupervised Facial Function Switch and Retrieval
Min Jin Chong, Wen-Sheng Chu, Abhishek Kumar, David Forsyth
Deep Survival Evaluation with Longitudinal X-Rays for COVID-19
Michelle Shu, Richard Sturdy Bowen, Charles Herrmann, Gengmo Qi, Michele Santacatterina, Ramin Zabih
MUSIQ: Multi-Scale Picture High quality Transformer
Junjie Ke, Qifei Wang, Yilin Wang, Peyman Milanfar, Feng Yang
imGHUM: Implicit Generative Fashions of 3D Human Form and Articulated Pose
Thiemo Alldieck, Hongyi Xu, Cristian Sminchisescu
Deep Hybrid Self-Prior for Full 3D Mesh Era
Xingkui Wei, Zhengqing Chen, Yanwei Fu, Zhaopeng Cui, Yinda Zhang
Differentiable Floor Rendering by way of Non-Differentiable Sampling
Forrester Cole, Kyle Genova, Avneesh Sud, Daniel Vlasic, Zhoutong Zhang
A Lazy Strategy to Lengthy-Horizon Gradient-Based mostly Meta-Studying
Muhammad Abdullah Jamal, Liqiang Wang, Boqing Gong
ViViT: A Video Imaginative and prescient Transformer
Anurag Arnab, Mostafa Dehghani, Georg Heigold, Chen Solar, Mario Lučić, Cordelia Schmid
The Shocking Influence of Masks-Head Structure on Novel Class Segmentation (see the weblog publish)
Vighnesh Birodkar, Zhichao Lu, Siyang Li, Vivek Rathod, Jonathan Huang
Generalize Then Adapt: Supply-Free Area Adaptive Semantic Segmentation
Jogendra Nath Kundu, Akshay Kulkarni, Amit Singh, Varun Jampani, R. Venkatesh Babu
Unified Graph Structured Fashions for Video Understanding
Anurag Arnab, Chen Solar, Cordelia Schmid
The Many Faces of Robustness: A Essential Evaluation of Out-of-Distribution Generalization
Dan Hendrycks, Steven Basart, Norman Mu, Saurav Kadavath, Frank Wang, Evan Dorundo, Rahul Desai, Tyler Zhu, Samyak Parajuli, Mike Guo, Daybreak Track, Jacob Steinhardt, Justin Gilmer
Studying Uncommon Class Classifiers on a Tight Labeling Finances
Ravi Teja Mullapudi, Fait Poms, William R. Mark, Deva Ramanan, Kayvon Fatahalian
Composable Augmentation Encoding for Video Illustration Studying
Chen Solar, Arsha Nagrani, Yonglong Tian, Cordelia Schmid
Multi-Activity Self-Coaching for Studying Common Representations
Golnaz Ghiasi, Barret Zoph, Ekin D. Cubuk, Quoc V. Le, Tsung-Yi Lin
With a Little Assist From My Mates: Nearest-Neighbor Contrastive Studying of Visible Representations
Debidatta Dwibedi, Yusuf Aytar, Jonathan Tompson, Pierre Sermanet, Andrew Zisserman
Understanding Robustness of Transformers for Picture Classification
Srinadh Bhojanapalli, Ayan Chakrabarti, Daniel Glasner, Daliang Li, Thomas Unterthiner, Andreas Veit
Influence of Aliasing on Generalization in Deep Convolutional Networks
Cristina Vasconcelos, Hugo Larochelle, Vincent Dumoulin, Rob Romijnders, Nicolas Le Roux, Ross Goroshin
von Mises-Fisher Loss: An Exploration of Embedding Geometries for Supervised Studying
Tyler R. Scott*, Andrew C. Gallagher, Michael C. Mozer
Contrastive Studying for Label Environment friendly Semantic Segmentation
Xiangyun Zhao*, Raviteja Vemulapalli, Philip Andrew Mansfield, Boqing Gong, Bradley Inexperienced, Lior Shapira, Ying Wu
Interacting Two-Hand 3D Pose and Form Reconstruction from Single Shade Picture
Baowen Zhang, Yangang Wang, Xiaoming Deng, Yinda Zhang, Ping Tan, Cuixia Ma, Hongan Wang
Telling the What Whereas Pointing to the The place: Multimodal Queries for Picture Retrieval
Soravit Changpinyo, Jordi Pont-Tuset, Vittorio Ferrari, Radu Soricut
SO-Pose: Exploiting Self-Occlusion for Direct 6D Pose Estimation
Yan Di, Fabian Manhardt, Gu Wang, Xiangyang Ji, Nassir Navab, Federico Tombari
Patch2CAD: Patchwise Embedding Studying for In-the-Wild Form Retrieval from a Single Picture
Weicheng Kuo, Anelia Angelova, Tsung-Yi Lin, Angela Dai
NeRD: Neural Reflectance Decomposition From Picture Collections
Mark Boss, Raphael Braun, Varun Jampani, Jonathan T. Barron, Ce Liu, Hendrik P.A. Lensch
THUNDR: Transformer-Based mostly 3D Human Reconstruction with Markers
Mihai Zanfir, Andrei Zanfir, Eduard Gabriel Bazavan, William T. Freeman, Rahul Sukthankar, Cristian Sminchisescu
Discovering 3D Elements from Picture Collections
Chun-Han Yao, Wei-Chih Hung, Varun Jampani, Ming-Hsuan Yang
Multiresolution Deep Implicit Capabilities for 3D Form Illustration
Zhang Chen*, Yinda Zhang, Kyle Genova, Sean Fanello, Sofien Bouaziz, Christian Hane, Ruofei Du, Cem Keskin, Thomas Funkhouser, Danhang Tang
AI Choreographer: Music Conditioned 3D Dance Era With AIST++ (see the weblog publish)
Ruilong Li*, Shan Yang, David A. Ross, Angjoo Kanazawa
Studying Object-Compositional Neural Radiance Area for Editable Scene Rendering
Bangbang Yang, Han Zhou, Yinda Zhang, Hujun Bao, Yinghao Xu, Guofeng Zhang, Yijin Li, Zhaopeng Cui
VariTex: Variational Neural Face Textures
Marcel C. Buhler, Abhimitra Meka, Gengyan Li, Thabo Beeler, Otmar Hilliges
Pathdreamer: A World Mannequin for Indoor Navigation (see the weblog publish)
Jing Yu Koh, Honglak Lee, Yinfei Yang, Jason Baldridge, Peter Anderson
4D-Internet for Realized Multi-Modal Alignment
AJ Piergiovanni, Vincent Casser, Michael S. Ryoo, Anelia Angelova
Episodic Transformer for Imaginative and prescient-and-Language Navigation
Alexander Pashevich*, Cordelia Schmid, Chen Solar
Graph-to-3D: Finish-to-Finish Era and Manipulation of 3D Scenes Utilizing Scene Graphs
Helisa Dhamo, Fabian Manhardt, Nassir Navab, Federico Tombari
Unconditional Scene Graph Era
Sarthak Garg, Helisa Dhamo, Azade Farshad, Sabrina Musatian, Nassir Navab, Federico Tombari
Panoptic Narrative Grounding
Cristina González, Nicolás Ayobi, Isabela Hernández, José Hernández, Jordi Pont-Tuset, Pablo Arbeláez
Cross-Digital camera Convolutional Shade Fidelity
Mahmoud Afifi*, Jonathan T. Barron, Chloe LeGendre, Yun-Ta Tsai, Francois Bleibel
Defocus Map Estimation and Deblurring from a Single Twin-Pixel Picture
Shumian Xin*, Neal Wadhwa, Tianfan Xue, Jonathan T. Barron, Pratul P. Srinivasan, Jiawen Chen, Ioannis Gkioulekas, Rahul Garg
COMISR: Compression-Knowledgeable Video Tremendous-Decision
Yinxiao Li, Pengchong Jin, Feng Yang, Ce Liu, Ming-Hsuan Yang, Peyman Milanfar
Mip-NeRF: A Multiscale Illustration for Anti-Aliasing Neural Radiance Fields
Jonathan T. Barron, Ben Mildenhall, Matthew Tancik, Peter Hedman, Ricardo Martin-Brualla, Pratul P. Srinivasan
Nerfies: Deformable Neural Radiance Fields
Keunhong Park*, Utkarsh Sinha, Jonathan T. Barron, Sofien Bouaziz, Dan B Goldman, Steven M. Seitz, Ricardo Martin-Brualla
Baking Neural Radiance Fields for Actual-Time View Synthesis
Peter Hedman, Pratul P. Srinivasan, Ben Mildenhall, Jonathan T. Barron, Paul Debevec
Stacked Homography Transformations for Multi-View Pedestrian Detection
Liangchen Track, Jialian Wu, Ming Yang, Qian Zhang, Yuan Li, Junsong Yuan
COTR: Correspondence Transformer for Matching Throughout Photographs
Wei Jiang, Eduard Trulls, Jan Hosang, Andrea Tagliasacchi, Kwang Moo Yi
Giant Scale Interactive Movement Forecasting for Autonomous Driving: The Waymo Open Movement Dataset
Scott Ettinger, Shuyang Cheng, Benjamin Caine, Chenxi Liu, Hold Zhao, Sabeek Pradhan, Yuning Chai, Ben Sapp, Charles R. Qi, Yin Zhou, Zoey Yang, Aurélien Chouard, Pei Solar, Jiquan Ngiam, Vijay Vasudevan, Alexander McCauley, Jonathon Shlens, Dragomir Anguelov
Low-Shot Validation: Energetic Significance Sampling for Estimating Classifier Efficiency on Uncommon Classes
Fait Poms, Vishnu Sarukkai, Ravi Teja Mullapudi, Nimit S. Sohoni, William R. Mark, Deva Ramanan, Kayvon Fatahalian
Vector Neurons: A Common Framework for SO(3)-Equivariant Networks
Congyue Deng, Or Litany, Yueqi Duan, Adrien Poulenard, Andrea Tagliasacchi, Leonidas J. Guibas
SLIDE: Single Picture 3D Images with Delicate Layering and Depth-Conscious Inpainting
Varun Jampani, Huiwen Chang, Kyle Sargent, Abhishek Kar, Richard Tucker, Michael Krainin,
Dominik Kaeser, William T. Freeman, David Salesin, Brian Curless, Ce Liu
DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-Based mostly Optimization
Cheng Zhang, Zhaopeng Cui, Cai Chen, Shuaicheng Liu, Bing Zeng, Hujun Bao, Yinda Zhang
Infinite Nature: Perpetual View Era of Pure Scenes from a Single Picture
Andrew Liu, Richard Tucker, Varun Jampani, Ameesh Makadia, Noah Snavely, Angjoo Kanazawa
Workshops (solely Google affiliations are famous)
Visible Inductive Priors for Information-Environment friendly Deep Studying Workshop
Audio system: Ekin Dogus Cubuk, Chelsea Finn
Occasion-Degree Recognition Workshop
Organizers: Andre Araujo, Cam Askew, Bingyi Cao, Jack Sim, Tobias Weyand
Unsup3D: Unsupervised 3D Studying within the Wild
Audio system: Adel Ahmadyan, Noah Snavely, Tali Dekel
Embedded and Actual-World Pc Imaginative and prescient in Autonomous Driving (ERCVAD 2021)
Audio system: Mingxing Tan
Adversarial Robustness within the Actual World
Audio system: Nicholas Carlini
Neural Architectures: Previous, Current and Future
Audio system: Been Kim, Hanxiao Liu
Organizers: Azade Nazi, Mingxing Tan, Quoc V. Le
Computational Challenges in Digital Pathology
Organizers: Craig Mermel, Po-Hsuan Cameron Chen
Interactive Labeling and Information Augmentation for Imaginative and prescient
Audio system: Vittorio Ferrari
Map-Based mostly Localization for Autonomous Driving
Audio system: Simon Lynen
DeeperAction: Problem and Workshop on Localized and Detailed Understanding of Human Actions in Movies
Audio system: Chen Solar
Advisors: Rahul Sukthankar
Differentiable 3D Imaginative and prescient and Graphics
Audio system: Angjoo Kanazawa
Deep Multi-Activity Studying in Pc Imaginative and prescient
Audio system: Chelsea Finn
Pc Imaginative and prescient for AR/VR
Audio system: Matthias Grundmann, Ira Kemelmacher-Shlizerman
GigaVision: When Gigapixel Videography Meets Pc Imaginative and prescient
Organizers: Feng Yang
Human Interplay for Robotic Navigation
Audio system: Peter Anderson
Advances in Picture Manipulation Workshop and Challenges
Organizers: Ming-Hsuan Yang
Extra Exploration, Much less Exploitation (MELEX)
Audio system: Angjoo Kanazawa
Structural and Compositional Studying on 3D Information
Audio system: Thomas Funkhouser, Kyle Genova
Organizers: Fei Xia
Simulation Expertise for Embodied AI
Organizers: Li Yi
Video Scene Parsing within the Wild Problem Workshop
Audio system: Liang-Chieh (Jay) Chen
Structured Representations for Video Understanding
Organizers: Cordelia Schmid
Closing the Loop Between Imaginative and prescient and Language
Audio system: Cordelia Schmid
Segmenting and Monitoring Each Level and Pixel: sixth Workshop on Benchmarking Multi-Goal Monitoring
Organizers: Jun Xie, Liang-Chieh Chen
AI for Artistic Video Modifying and Understanding
Audio system: Angjoo Kanazawa, Irfan Essa
BEHAVIOR: Benchmark for On a regular basis Family Actions in Digital, Interactive, and Ecological Environments
Audio system: Chelsea Finn
Organizers: Fei Xia
Pc Imaginative and prescient for Automated Medical Analysis
Organizers: Maithra Raghu
Pc Imaginative and prescient for the Manufacturing unit Flooring
Audio system: Cordelia Schmid
Tutorials (solely Google affiliations are famous)
In direction of Strong, Reliable, and Explainable Pc Imaginative and prescient
Audio system: Sara Hooker
Multi-Modality Studying from Movies and Past
Organizers: Arsha Nagrani
Tutorial on Giant Scale Holistic Video Understanding
Organizers: David Ross
Environment friendly Video Understanding: State of the Artwork, Challenges, and Alternatives
Organizers: Arsha Nagrani
* Signifies work carried out whereas at Google
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