Several questions of visual generation in 2024

TL;DR

This paper highlights the importance of visual signal decomposition in the field of visual generation, emphasizing that many challenges stem from improper approaches to decomposing visual signals, and calls for further research in this area.

Contribution

It emphasizes the significance of visual signal decomposition and discusses various related problems, encouraging researchers to focus on this core issue in visual generation.

Findings

Identifies visual signal decomposition as a central problem.

Suggests that many issues in visual generation are due to unsuitable decomposition methods.

Calls for increased research focus on signal decomposition techniques.

Abstract

This paper does not propose any new algorithms but instead outlines various problems in the field of visual generation based on the author's personal understanding. The core of these problems lies in how to decompose visual signals, with all other issues being closely related to this central problem and stemming from unsuitable approaches to signal decomposition. This paper aims to draw researchers' attention to the significance of Visual Signal Decomposition.