Designing a logo for a new brand is a lengthy and tedious back-and-forth process between a designer and a client. In this paper we explore to what extent machine learning can solve the creative task of the designer. For this, we build a dataset -- LLD -- of 600k+ logos crawled from the world wide web.

The LLD-icon dataset is a subset of the LLD dataset, containing 486,377 logos in 32x32 pixel resolution.

2022年1月7日 · LLD comes in two forms, LLD-icon and LLD-logo. As the existing benchmark adopted the icons set [22], we follow the same route to design and implement our comparative experiments. The LLD-icon has 548,210 standardized 32 × 32 favicons. Our generative model is based on an improved Wasserstein GAN with gradient penalty(IWGAN-GP) [5]. We use the ...

2017年12月12日 · We propose the use of synthetic labels obtained through clustering to disentangle and stabilize GAN training. We are able to generate a high diversity of plausible logos and we demonstrate latent...

2024年3月7日 · Designing a logo for a new brand is a lengthy and tedious back-and-forth process between a designer and a client. In this paper we explore to what extent machine learning can solve the creative task of the designer. For this, we build a dataset – LLD – of 600k+ logos crawled from the world wide web.

Designing a logo for a new brand is a lengthy and tedious back-and-forth process between a designer and a client. In this paper we explore to what extent machine learning can solve the creative...

2021年9月4日 · This paper analyzes a large number of logo images from the LLD-logo dataset, by recent deep learning-based techniques, to understand not only design trends of logo images and but also the correlation to their owner company.

2 天之前 · LLD is a linker from the LLVM project that is a drop-in replacement for system linkers and runs much faster than them. It also provides features that are useful for toolchain developers. The linker supports ELF (Unix), PE/COFF (Windows), Mach-O (macOS) and WebAssembly in descending order of completeness.

The DM_lld_icon is part of the dmicon library. This icon updates a polyline to depict the current state of a curve link load. Related classes: The DM_def_icon_cmd_args and the DM_def_icon_query_args encapsulate many of the methods …

from LLD-icons are analyzed by a top-rank learning method for understanding the trends of favicon designs in each company type. This paper also attempts to quantify the logo design by analyzing the relationships among logo images, text areas in them, and their popularity (given as the number of followers on Twitter).