Array Camera Image Fusion using Physics-Aware Transformers

07/05/2022
by   Qian Huang, et al.
34

We demonstrate a physics-aware transformer for feature-based data fusion from cameras with diverse resolution, color spaces, focal planes, focal lengths, and exposure. We also demonstrate a scalable solution for synthetic training data generation for the transformer using open-source computer graphics software. We demonstrate image synthesis on arrays with diverse spectral responses, instantaneous field of view and frame rate.

READ FULL TEXT

page 4

page 6

page 7

page 8

page 9

page 11

page 12

page 13

research
12/01/2021

VoRTX: Volumetric 3D Reconstruction With Transformers for Voxelwise View Selection and Fusion

Recent volumetric 3D reconstruction methods can produce very accurate re...
research
12/27/2022

Exploring Transformer Backbones for Image Diffusion Models

We present an end-to-end Transformer based Latent Diffusion model for im...
research
03/01/2014

Temporal Image Fusion

This paper introduces temporal image fusion. The proposed technique buil...
research
08/21/2023

Spectral Graphormer: Spectral Graph-based Transformer for Egocentric Two-Hand Reconstruction using Multi-View Color Images

We propose a novel transformer-based framework that reconstructs two hig...
research
06/26/2022

AFT-VO: Asynchronous Fusion Transformers for Multi-View Visual Odometry Estimation

Motion estimation approaches typically employ sensor fusion techniques, ...
research
11/18/2022

A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities

Rapid global urbanization is a double-edged sword, heralding promises of...
research
07/13/2022

Imaging through the Atmosphere using Turbulence Mitigation Transformer

Restoring images distorted by atmospheric turbulence is a long-standing ...

Please sign up or login with your details

Forgot password? Click here to reset