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TPAMI Special Issue on Generative AI in 3D Vision

Overview

The rapid advancement of Generative AI (GenAI) in 3D computer vision is driving transformative changes across various fields such as virtual and augmented reality, gaming, film production, computer-aided design, and the emerging Metaverse. These technologies are not only enhancing the way we create and interact with digital content but are also setting the stage for more realistic, dynamic, and immersive user experiences.

This special issue seeks to foster breakthroughs and address critical problems within this domain. By bringing together researchers and practitioners to share their insights and research findings, we aim to pave the way for the next generation of 3D GenAI technologies and applications.

Overview Image

Call for Papers

Submission site: https://mc.manuscriptcentral.com/tpami-cs

The topics of this special issue include, but are not limited to:

  • Advances in 3D generative models, such as GANs, VAEs, Autoregressive models, Diffusion models, Normalizing Flow
  • Innovations in 3D representations for GenAI, such as point clouds, meshes, voxels, neural fields, Gaussian splatting, multiplane images
  • 3D reconstruction from single or sparse views
  • Novel view synthesis
  • 3D human generation, reconstruction, and animation
  • 3D from multi-modality, such as text, audio, etc.
  • Multi-view image generation from multi-modality, such as text, audio, etc.
  • 4D (dynamic) generation and reconstruction
  • 3D scene/object manipulation, such as instruction-based editing, drag-based editing, multi-object interaction, style transfer
  • Applications of 3D generative models in fields like virtual/augmented reality, gaming, film production, computer-aided design, Metaverse, robotics, and embodied AI
  • Evaluation metrics and benchmarks for 3D generative models
  • Efficiency and scalability of 3D generative models
  • Robustness and security of 3D generative models

Important Dates

  • Manuscript Submission Open: July 01, 2024
  • Manuscript Submission Deadline: August 15, 2024 October 15, 2024 October 19, 2024 (Pacific Time)
  • First Review Notification: March 31, 2025 (tentative)
  • Revised Manuscript Submission: TBD
  • Final Review Notification: TBD

Submission Guidelines

Authors should prepare their manuscript according to the Guide for Authors available from the online submission page of TPAMI at: https://www.computer.org/web/tpami/author. All the papers will be peer-reviewed following the TPAMI reviewing procedures. The manuscripts should be submitted to: https://mc.manuscriptcentral.com/tpami-cs.

Guest Editors

Xiangyu Xu

Xiangyu Xu

Xi’an Jiaotong University

Siyu Tang

Siyu Tang

ETH Zurich

Angela Dai

Angela Dai

Technical University of Munich

Jiajun Wu

Jiajun Wu

Stanford University

Katerina Fragkiadaki

Katerina Fragkiadaki

Carnegie Mellon University

Andrea Tagliasacchi

Andrea Tagliasacchi

Simon Fraser University; DeepMind

Christian Theobalt

Christian Theobalt

MPI-INF; Saarland University

Ming-Hsuan Yang

Ming-Hsuan Yang

UC Merced; Google