Google at ECCV 2022 – Google AI Weblog

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Google is proud to be a Platinum Sponsor of the European Convention on Pc Imaginative and prescient (ECCV 2022), a premier discussion board for the dissemination of analysis in laptop imaginative and prescient and machine studying (ML). This 12 months, ECCV 2022 can be held as a hybrid occasion, in individual in Tel Aviv, Israel with digital attendance as an choice. Google has a robust presence at this 12 months’s convention with over 60 accepted publications and lively involvement in quite a lot of workshops and tutorials. We look ahead to sharing a few of our intensive analysis and increasing our partnership with the broader ML analysis neighborhood.

Registered for ECCV 2022? We hope you’ll go to our on-site or digital cubicles to study extra concerning the analysis we’re presenting at ECCV 2022, together with a number of demos and alternatives to attach with our researchers. Study extra about Google’s analysis being offered at ECCV 2022 under (Google affiliations in daring).

Organizing Committee

Program Chairs embody: Moustapha Cissé

Awards Paper Committee: Todd Zickler

Space Chairs embody: Ayan Chakrabarti, Tali Dekel, Alireza Fathi, Vittorio Ferrari, David Fleet, Dilip Krishnan, Michael Rubinstein, Cordelia Schmid, Deqing Solar, Federico Tombari, Jasper Uijlings, Ming-Hsuan Yang, Todd Zickler

Accepted Publications

NeuMesh: Studying Disentangled Neural Mesh-Based mostly Implicit Discipline for Geometry and Texture Modifying

Bangbang Yang, Chong Bao, Junyi Zeng, Hujun Bao, Yinda Zhang, Zhaopeng Cui, Guofeng Zhang

Anti-Neuron Watermarking: Defending Private Knowledge In opposition to Unauthorized Neural Networks

Zihang Zou, Boqing Gong, Liqiang Wang

Exploiting Unlabeled Knowledge with Imaginative and prescient and Language Fashions for Object Detection

Shiyu Zhao, Zhixing Zhang, Samuel Schulter, Lengthy Zhao, Vijay Kumar B G, Anastasis Stathopoulos, Manmohan Chandraker, Dimitris N. Metaxas

Waymo Open Dataset: Panoramic Video Panoptic Segmentation

Jieru Mei, Alex Zhu, Xinchen Yan, Grasp Yan, Siyuan Qiao, Yukun Zhu, Liang-Chieh Chen, Henrik Kretzschmar

PRIF: Main Ray-Based mostly Implicit Perform

Brandon Yushan Feng, Yinda Zhang, Danhang Tang, Ruofei Du, Amitabh Varshney

LoRD: Native 4D Implicit Illustration for Excessive-Constancy Dynamic Human Modeling

Boyan Jiang, Xinlin Ren, Mingsong Dou, Xiangyang Xue, Yanwei Fu, Yinda Zhang

k-Means Masks Transformer (see weblog submit)

Qihang Yu*, Siyuan Qiao, Maxwell D Collins, Yukun Zhu, Hartwig Adam, Alan Yuille, Liang-Chieh Chen

MaxViT: Multi-Axis Imaginative and prescient Transformer (see weblog submit)

Zhengzhong Tu, Hossein Talebi, Han Zhang, Feng Yang, Peyman Milanfar, Alan Bovik, Yinxiao Li

E-Graph: Minimal Resolution for Inflexible Rotation with Extensibility Graphs

Yanyan Li, Federico Tombari

RBP-Pose: Residual Bounding Field Projection for Class-Degree Pose Estimation

Ruida Zhang, Yan Di, Zhiqiang Lou, Fabian Manhardt, Federico Tombari, Xiangyang Ji

GOCA: Guided On-line Cluster Task for Self-Supervised Video Illustration Studying

Huseyin Coskun, Alireza Zareian, Joshua L Moore, Federico Tombari, Chen Wang

Scaling Open-Vocabulary Picture Segmentation with Picture-Degree Labels

Golnaz Ghiasi, Xiuye Gu, Yin Cui, Tsung-Yi Lin*

Adaptive Transformers for Strong Few-Shot Cross-Area Face Anti-spoofing

Hsin-Ping Huang, Deqing Solar, Yaojie Liu, Wen-Sheng Chu, Taihong Xiao, Jinwei Yuan, Hartwig Adam, Ming-Hsuan Yang

DualPrompt: Complementary Prompting for Rehearsal-Free Continuous Studying

Zifeng Wang*, Zizhao Zhang, Sayna Ebrahimi, Ruoxi Solar, Han Zhang, Chen-Yu Lee, Xiaoqi Ren, Guolong Su, Vincent Perot, Jennifer Dy, Tomas Pfister

BLT: Bidirectional Structure Transformer for Controllable Structure Era

Xiang Kong, Lu Jiang, Huiwen Chang, Han Zhang, Yuan Hao, Haifeng Gong, Irfan Essa

V2X-ViT: Car-to-Every thing Cooperative Notion with Imaginative and prescient Transformer

Runsheng Xu, Hao Xiang, Zhengzhong Tu, Xin Xia, Ming-Hsuan Yang, Jiaqi Ma

Studying Visibility for Strong Dense Human Physique Estimation

Chun-Han Yao, Jimei Yang, Duygu Ceylan, Yi Zhou, Yang Zhou, Ming-Hsuan Yang

Are Imaginative and prescient Transformers Strong to Patch Perturbations?

Jindong Gu, Volker Tresp, Yao Qin

PseudoAugment: Studying to Use Unlabeled Knowledge for Knowledge Augmentation in Level Clouds

Zhaoqi Leng, Shuyang Cheng, Ben Caine, Weiyue Wang, Xiao Zhang, Jonathon Shlens, Mingxing Tan, Dragomir Anguelov

Construction and Movement from Informal Movies

Zhoutong Zhang, Forrester Cole, Zhengqi Li, Noah Snavely, Michael Rubinstein, William T. Freeman

PreTraM: Self-Supervised Pre-training by way of Connecting Trajectory and Map

Chenfeng Xu, Tian Li, Chen Tang, Lingfeng Solar, Kurt Keutzer, Masayoshi Tomizuka, Alireza Fathi, Wei Zhan

Novel Class Discovery With out Forgetting

Joseph Okay J, Sujoy Paul, Gaurav Aggarwal, Soma Biswas, Piyush Rai, Kai Han, Vineeth N Balasubramanian

Hierarchically Self-Supervised Transformer for Human Skeleton Illustration Studying

Yuxiao Chen, Lengthy Zhao, Jianbo Yuan, Yu Tian, Zhaoyang Xia, Shijie Geng, Ligong Han, Dimitris N. Metaxas

PACTran: PAC-Bayesian Metrics for Estimating the Transferability of Pretrained Fashions to Classification Duties

Nan Ding, Xi Chen, Tomer Levinboim, Soravit Changpinyo, Radu Soricut

InfiniteNature-Zero: Studying Perpetual View Era of Pure Scenes from Single Pictures

Zhengqi Li, Qianqian Wang*, Noah Snavely, Angjoo Kanazawa*

Generalizable Patch-Based mostly Neural Rendering (see weblog submit)

Mohammed Suhail*, Carlos Esteves, Leonid Sigal, Ameesh Makadia

LESS: Label-Environment friendly Semantic Segmentation for LiDAR Level Clouds

Minghua Liu, Yin Zhou, Charles R. Qi, Boqing Gong, Hao Su, Dragomir Anguelov

The Lacking Hyperlink: Discovering Label Relations Throughout Datasets

Jasper Uijlings, Thomas Mensink, Vittorio Ferrari

Studying Occasion-Particular Adaptation for Cross-Area Segmentation

Yuliang Zou, Zizhao Zhang, Chun-Liang Li, Han Zhang, Tomas Pfister, Jia-Bin Huang

Studying Audio-Video Modalities from Picture Captions

Arsha Nagrani, Paul Hongsuck Search engine optimisation, Bryan Seybold, Anja Hauth, Santiago Manen, Chen Solar, Cordelia Schmid

TL;DW? Summarizing Educational Movies with Activity Relevance & Cross-Modal Saliency

Medhini Narasimhan*, Arsha Nagrani, Chen Solar, Michael Rubinstein, Trevor Darrell, Anna Rohrbach, Cordelia Schmid

On Label Granularity and Object Localization

Elijah Cole, Kimberly Wilber, Grant Van Horn, Xuan Yang, Marco Fornoni, Pietro Perona, Serge Belongie, Andrew Howard, Oisin Mac Aodha

Disentangling Structure and Coaching for Optical Circulation

Deqing Solar, Charles Herrmann, Fitsum Reda, Michael Rubinstein, David J. Fleet, William T. Freeman

NewsStories: Illustrating Articles with Visible Summaries

Reuben Tan, Bryan Plummer, Kate Saenko, J.P. Lewis, Avneesh Sud, Thomas Leung

Bettering GANs for Lengthy-Tailed Knowledge By means of Group Spectral Regularization

Harsh Rangwani, Naman Jaswani, Tejan Karmali, Varun Jampani, Venkatesh Babu Radhakrishnan

Planes vs. Chairs: Class-Guided 3D Form Studying With out Any 3D Cues

Zixuan Huang, Stefan Stojanov, Anh Thai, Varun Jampani, James Rehg

A Sketch Is Price a Thousand Phrases: Picture Retrieval with Textual content and Sketch

Patsorn Sangkloy, Wittawat Jitkrittum, Diyi Yang, James Hays

Realized Monocular Depth Priors in Visible-Inertial Initialization

Yunwen Zhou, Abhishek Kar, Eric L. Turner, Adarsh Kowdle, Chao Guo, Ryan DuToit, Konstantine Tsotsos

How Secure are Transferability Metrics Evaluations?

Andrea Agostinelli, Michal Pandy, Jasper Uijlings, Thomas Mensink, Vittorio Ferrari

Knowledge-Free Neural Structure Search by way of Recursive Label Calibration

Zechun Liu*, Zhiqiang Shen, Yun Lengthy, Eric Xing, Kwang-Ting Cheng, Chas H. Leichner

Quick and Excessive High quality Picture Denoising by way of Malleable Convolution

Yifan Jiang*, Bartlomiej Wronski, Ben Mildenhall, Jonathan T. Barron, Zhangyang Wang, Tianfan Xue

Concurrent Subsidiary Supervision for Unsupervised Supply-Free Area Adaptation

Jogendra Nath Kundu, Suvaansh Bhambri, Akshay R Kulkarni, Hiran Sarkar,
Varun Jampani, Venkatesh Babu Radhakrishnan

Studying On-line Multi-Sensor Depth Fusion

Erik Sandström, Martin R. Oswald, Suryansh Kumar, Silvan Weder, Fisher Yu, Cristian Sminchisescu, Luc Van Gool

Hierarchical Semantic Regularization of Latent Areas in StyleGANs

Tejan Karmali, Rishubh Parihar, Susmit Agrawal, Harsh Rangwani, Varun Jampani, Maneesh Okay Singh, Venkatesh Babu Radhakrishnan

RayTran: 3D Pose Estimation and Form Reconstruction of A number of Objects from Movies with Ray-Traced Transformers

Michał J Tyszkiewicz, Kevis-Kokitsi Maninis, Stefan Popov, Vittorio Ferrari

Neural Video Compression Utilizing GANs for Element Synthesis and Propagation

Fabian Mentzer, Eirikur Agustsson, Johannes Ballé, David Minnen, Nick Johnston, George Toderici

Exploring Nice-Grained Audiovisual Categorization with the SSW60 Dataset

Grant Van Horn, Rui Qian, Kimberly Wilber, Hartwig Adam, Oisin Mac Aodha, Serge Belongie

Implicit Neural Representations for Picture Compression

Yannick Strümpler, Janis Postels, Ren Yang, Luc Van Gool, Federico Tombari

3D Compositional Zero-Shot Studying with DeCompositional Consensus

Muhammad Ferjad Naeem, Evin Pınar Örnek, Yongqin Xian, Luc Van Gool, Federico Tombari

FindIt: Generalized Localization with Pure Language Queries (see weblog submit)

Weicheng Kuo, Fred Bertsch, Wei Li, AJ Piergiovanni, Mohammad Saffar, Anelia Angelova

A Easy Single-Scale Imaginative and prescient Transformer for Object Detection and Occasion Segmentation

Wuyang Chen*, Xianzhi Du, Fan Yang, Lucas Beyer, Xiaohua Zhai, Tsung-Yi Lin, Huizhong Chen, Jing Li, Xiaodan Tune, Zhangyang Wang, Denny Zhou

Improved Masked Picture Era with Token-Critic

Jose Lezama, Huiwen Chang, Lu Jiang, Irfan Essa

Studying Discriminative Shrinkage Deep Networks for Picture Deconvolution

Pin-Hung Kuo, Jinshan Pan, Shao-Yi Chien, Ming-Hsuan Yang

AudioScopeV2: Audio-Visible Consideration Architectures for Calibrated Open-Area On-Display Sound Separation

Efthymios Tzinis*, Scott Knowledge, Tal Remez, John Hershey

Easy Open-Vocabulary Object Detection with Imaginative and prescient Transformers

Matthias Minderer, Alexey Gritsenko, Austin C Stone, Maxim Neumann, Dirk Weißenborn, Alexey Dosovitskiy, Aravindh Mahendran, Anurag Arnab, Mostafa Dehghani, Zhuoran Shen, Xiao Wang, Xiaohua Zhai, Thomas Kipf, Neil Houlsby

COMPOSER: Compositional Reasoning of Group Exercise in Movies with Keypoint-Solely Modality

Honglu Zhou, Asim Kadav, Aviv Shamsian, Shijie Geng, Farley Lai, Lengthy Zhao, Ting Liu, Mubbasir Kapadia, Hans Peter Graf

Video Query Answering with Iterative Video-Textual content Co-tokenization (see weblog submit)

AJ Piergiovanni, Kairo Morton*, Weicheng Kuo, Michael S. Ryoo, Anelia Angelova

Class-Agnostic Object Detection with Multi-modal Transformer

Muhammad Maaz, Hanoona Abdul Rasheed, Salman Khan, Fahad Shahbaz Khan, Rao Muhammad Anwer, Ming-Hsuan Yang

FILM: Body Interpolation for Massive Movement (see weblog submit)

Fitsum Reda, Janne Kontkanen, Eric Tabellion, Deqing Solar, Caroline Pantofaru, Brian Curless

Compositional Human-Scene Interplay Synthesis with Semantic Management

Kaifeng Zhao, Shaofei Wang, Yan Zhang, Thabo Beeler, Siyu Tang

Workshops

LatinX in AI

Mentors embody: José Lezama

Keynote Audio system embody: Andre Araujo

AI for Inventive Video Modifying and Understanding

Keynote Audio system embody: Tali Dekel, Negar Rostamzadeh

Studying With Restricted and Imperfect Knowledge (L2ID)

Invited Audio system embody: Xiuye Gu

Organizing Committee contains: Sadeep Jayasumana

Worldwide Problem on Compositional and Multimodal Notion (CAMP)

Program Committee contains: Edward Vendrow

Self-Supervised Studying: What’s Subsequent?

Invited Audio system embody: Mathilde Caron, Arsha Nagrani

Organizers embody: Andrew Zisserman

third Workshop on Adversarial Robustness Within the Actual World

Invited Audio system embody: Ekin Dogus Cubuk

Organizers embody: Xinyun Chen, Alexander Robey, Nataniel Ruiz, Yutong Bai

AV4D: Visible Studying of Sounds in Areas

Invited Audio system embody: John Hershey

Problem on Cell Clever Pictures and Imaging (MIPI)

Invited Audio system embody: Peyman Milanfar

Strong Imaginative and prescient Problem 2022

Organizing Committee contains: Alina Kuznetsova

Pc Imaginative and prescient within the Wild

Problem Organizers embody: Yi-Ting Chen, Ye Xia

Invited Audio system embody: Yin Cui, Yongqin Xian, Neil Houlsby

Self-Supervised Studying for Subsequent-Era Business-Degree Autonomous Driving (SSLAD)

Organizers embody: Fisher Yu

Accountable Pc Imaginative and prescient

Organizing Committee contains: Been Kim

Invited Audio system embody: Emily Denton

Cross-Modal Human-Robotic Interplay

Invited Audio system embody: Peter Anderson

ISIC Pores and skin Picture Evaluation

Organizing Committee contains: Yuan Liu

Steering Committee contains: Yuan Liu, Dale Webster

Invited Audio system embody: Yuan Liu

Observing and Understanding Arms in Motion

Sponsored by Google

Autonomous Car Imaginative and prescient (AVVision)

Audio system embody: Fisher Yu

Visible Notion for Navigation in Human Environments: The JackRabbot Human Physique Pose Dataset and Benchmark

Organizers embody: Edward Vendrow

Language for 3D Scenes

Invited Audio system embody: Jason Baldridge

Organizers embody: Leonidas Guibas

Designing and Evaluating Pc Notion Methods (CoPe)

Organizers embody: Andrew Zisserman

Studying To Generate 3D Shapes and Scenes

Panelists embody: Pete Florence

Advances in Picture Manipulation

Program Committee contains: George Toderici, Ming-Hsuan Yang

TiE: Textual content in Every thing

Problem Organizers embody: Shangbang Lengthy, Siyang Qin

Invited Audio system embody: Tali Dekel, Aishwarya Agrawal

Occasion-Degree Recognition

Organizing Committee: Andre Araujo, Bingyi Cao, Tobias Weyand

Invited Audio system embody: Mathilde Caron

What Is Movement For?

Organizing Committee: Deqing Solar, Fitsum Reda, Charles Herrmann

Invited Audio system embody: Tali Dekel

Neural Geometry and Rendering: Advances and the Frequent Objects in 3D Problem

Invited Audio system embody: Ben Mildenhall

Visible Object-Oriented Studying Meets Interplay: Discovery, Representations, and Purposes

Invited Audio system embody: Klaus Greff, Thomas Kipf

Organizing Committee contains: Leonidas Guibas

Imaginative and prescient with Biased or Scarce Knowledge (VBSD)

Program Committee contains: Yizhou Wang

A number of Object Monitoring and Segmentation in Complicated Environments

Invited Audio system embody: Xingyi Zhou, Fisher Yu

third Visible Inductive Priors for Knowledge-Environment friendly Deep Studying Workshop

Organizing Committee contains: Ekin Dogus Cubuk

DeeperAction: Detailed Video Motion Understanding and Anomaly Recognition

Advisors embody: Rahul Sukthankar

Signal Language Understanding Workshop and Signal Language Recognition, Translation & Manufacturing Problem

Organizing Committee contains: Andrew Zisserman

Audio system embody: Andrew Zisserman

Ego4D: First-Particular person Multi-Modal Video Understanding

Invited Audio system embody: Michal Irani

AI-Enabled Medical Picture Evaluation: Digital Pathology & Radiology/COVID19

Program Chairs embody: Po-Hsuan Cameron Chen

Workshop Companion: Google Well being

Visible Object Monitoring Problem (VOT 2022)

Technical Committee contains: Christoph Mayer

Assistive Pc Imaginative and prescient and Robotics

Technical Committee contains: Maja Mataric

Human Physique, Arms, and Actions from Selfish and Multi-View Cameras

Organizers embody: Francis Engelmann

Frontiers of Monocular 3D Notion: Implicit x Express

Panelists embody: Pete Florence

Tutorials

Self-Supervised Illustration Studying in Pc Imaginative and prescient

Invited Audio system embody: Ting Chen

Neural Volumetric Rendering for Pc Imaginative and prescient

Organizers embody: Ben Mildenhall, Pratul Srinivasan, Jon Barron

Presenters embody: Ben Mildenhall, Pratul Srinivasan

New Frontiers in Environment friendly Neural Structure Search!

Audio system embody: Ruochen Wang



*Work carried out whereas at Google.  

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