Privacy for Vision & Imaging

2nd International Workshop

In Conjunction with ECCV 2024, Milan, Italy



Overview

The focus of this workshop is to bring together researchers from industry and academia that focus on both distributed and privacy-preserved machine learning for vision and imaging. These topics are of increasingly large commercial and policy interest. It is therefore important to build a community for this research area, which involves collaborating researchers that share insights, code, data, benchmarks, training pipelines, etc and together aim to improve the state of privacy in computer vision. The topics of interest for this workshop include, but are not limited to:

  • Notions of privacy for computer vision and imaging
  • Privacy and security in other imaging modalities
  • Privacy-preserving synthetic data release
  • Privacy-preserving video understanding
  • Privacy-Enhancing Face Biometrics
  • Privacy in Medical Imaging
  • Federated Learning and Split Learning
  • Differential Privacy in Deep Learning and Computer Vision
  • Privacy and security attacks (Model Inversion, Membership Inference etc.)
  • Metrics and Benchmarks for analysing privacy risks in computer vision
  • Differential privacy and other statistical notions of privacy: theory, applications, and implementations
  • Hardware-based techniques for privacy-preserving ML
  • Cryptographic techniques for Privacy in vision & imaging
  • Policy and Compliance for Data Privacy
  • Privacy, Fairness, Accountability and Transparency (F.A.T) in Machine Learning
  • Applications of privacy-preserving ML

Call For Papers

This year, our workshop will exclusively feature only invited talks.

Agenda

All times are listed in Milan, Italy (CET Timezone)

(In-Person Event)

29 Sept, 2024
9:00am

Vivek Sharma

Opening

9:10am

Invited Speaker

TBD

9:55am

Invited Speaker

TBD

10:40am

Invited Speaker

TBD

11:25am

Invited Speaker

TBD

12:10pm

Invited Speaker

TBD

12:55pm

Vivek Sharma

Closing