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CVPR 2023 Tutorials

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6 July 2023


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CVPR 2023 Tutorials

The workshop and tutorials booklet pdf is available for download.

Vision Transformer: More is different

Dacheng Tao (None) · Qiming Zhang (None) · Yufei Xu (None) · Jing Zhang (None)

Object localization for free: Going beyond self-supervised learning

Oriane Simeoni (Valeo.ai) · Weidi Xie (Shanghai Jiaotong University) · Thomas Kipf (None) · Patrick Pérez (None)

Denoising Diffusion Models: A Generative Learning Big Bang

Jiaming Song (NVIDIA) · Chenlin Meng (None) · Arash Vahdat (NVIDIA Research)

Large-Scale Visual Localization

Torsten Sattler (Czech Technical University in Prague) · Yannis Avrithis (None) · Eric Brachmann (None) · Zuzana Kukelova (None) · Marc Pollefeys (None) · Sudipta Sinha (None) · Giorgos Tolias (None)

Prompting in Vision

Kaiyang Zhou () · Ziwei Liu (None) · Phillip Isola (None) · Hyojin Bahng (None) · Ludwig Schmidt (None) · Sarah Pratt (None) · Denny Zhou (Google DeepMind)

Rolling Shutter Camera: Modeling, Optimization, Learning, and Hardware

Yuchao Dai (None) · Yinqiang Zheng (None) · Bin Fan (None) · Zhihang Zhong (The University of Tokyo) · Zhixiang Wang (The University of Tokyo)

Optics for Better AI: Capturing and Synthesizing Realistic Data for Low-light Enhancement

Yinqiang Zheng (None) · Yunhao Zou (None) · Haiyang Jiang (None) · Ying Fu (None)

Physics-based rendering and its applications in computational photography and imaging

Ioannis Gkioulekas (Carnegie Mellon University) · Adithya Pediredla (None)

Exploring Synthetic data as an Enterprise Capability for Training and Validating CV Systems

Nathan Kundtz (None) · Matt Robinson (None) · Dan Hedges (None)

Hands-on Egocentric Research with Project Aria from Meta

Edward Miller (None) · Pierre Moulon (None) · Prince Gupta (None) · Rawal Khirodkar (None) · Richard Newcombe (None) · Sach Lakhavani (None) · Zhaoyang Lv (None)

Recent advances in anomaly detection

Guansong Pang () · Joey Tianyi Zhou (None) · Radu Tudor Ionescu (None) · Yu Tian (None) · Kihyuk Sohn (None)

Efficient Neural Networks: From Algorithm Design to Practical Mobile Deployment

Jian Ren (Snap Inc.) · Sergey Tulyakov (None) · Ju Hu (None)

Full-Stack, GPU-based Acceleration of Deep Learning

Maying Shen () · Hongxu Yin (None) · Jason Clemons (None) · Pavlo Molchanov (None) · Jose M. Alvarez (NVIDIA) · Jan Kautz (None)

Skull Restoration, Facial Reconstruction and Expression

Xin Li (None) · Lan Xu (None) · Yu Ding (None)

Automatic 3D modeling of indoor structures from panoramic imagery

Giovanni Pintore (CRS4) · Marco Agus (None) · Enrico Gobbetti (CRS4)

Recent Advances in Vision Foundation Models

Linjie Li (Microsoft) · Zhe Gan (None) · Chunyuan Li (None) · Jianwei Yang (None)

ML Systems for Large Models and Federated Learning

Qirong Ho () · Samuel Horvath (None) · Hongyi Wang (None)

Few-shot Learning from Meta-Learning, Statistical Understanding to Applications

Yanwei Fu (None) · Da Li (None) · Yu-Xiong Wang (None) · Timothy Hospedales (None)

Deep Learning Theory for Computer Vision

Grigorios Chrysos (Swiss Federal Institute of Technology Lausanne) · Fanghui Liu (None) · Volkan Cevher (None)

Recent Advances in Visual Domain Adaptation and Generalization

Ronghang Zhu (University of Georgia) · Xiang Yu (None) · Sheng Li (None)

A Comprehensive Tour and Recent Advancements toward Real-world Visual Geo-Localization

Rakesh “Teddy” Kumar (None) · Chen Chen () · Mubarak Shah (None) · Han‐Pang Chiu (None) · Sijie Zhu (None)

Neural Search in Action

Yusuke Matsui (The University of Tokyo) · Martin Aumuller (IT University of Copenhagen) · Han Xiao (None)

Polarization-based Computer Vision

Jinwei Ye (None) · Seung-Hwan Baek (POSTECH) · Achuta Kadambi (None) · Huaijin Chen (None)

Trustworthy AI in the Era of Foundation Models

Pin-Yu Chen (None) · Chaowei Xiao (Arizona State University)

Knowledge-Driven Vision-Language Encoding

Manling Li (None) · Xudong Lin (None) · Jie Lei (None)

Multi-Objective Optimization for Deep Learning

Vishnu Naresh Boddeti (None) · Zhichao Lu (None) · Qingfu Zhang (None) · and Kalyanmoy Deb (None)

Reverse Engineering of Deception (RED): Foundations and Applications

Sijia Liu (Michigan State University) · Xiaoming Liu (None) · Xue Lin (None)

Contactless Healthcare using Cameras and Wireless Sensors

Wenjin Wang () · Xuyu Wang (None) · Jun Luo (None)

All you need to know about self-driving

Raquel Urtasun (None) · Sergio Casas (None) · Abbas Sadat (None) · Sivabalan Manivasagam (None) · Paul Spriesterbach (None) · Ioan Barsan Barsan (Waabi AI)

Large-scale Deep Learning Optimization Techniques

James Demmel (None) · Yang You (None)

All Things ViTs: Understanding and Interpreting Attention in Vision

Hila Chefer () · Sayak Paul (Hugging Face)

Boosting Computer Vision Research with OpenMMLab and OpenDataLab

Kai Chen (Shanghai AI Laboratory) · Conghui He (None) · Yanhong Zeng (None) · Songyang Zhang (None) · Wenwei Zhang (None)

Hyperbolic Deep Learning in Computer Vision

Pascal Mettes (None) · Max van Spengler (None) · Yunhui Guo (The University of Texas at Dallas) · Stella X. Yu (None)


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