Clipasso: Semantically-aware object sketching
Abstraction is at the heart of sketching due to the simple and minimal nature of line
drawings. Abstraction entails identifying the essential visual properties of an object or scene …
drawings. Abstraction entails identifying the essential visual properties of an object or scene …
Creativity and machine learning: A survey
There is a growing interest in the area of machine learning and creativity. This survey
presents an overview of the history and the state of the art of computational creativity …
presents an overview of the history and the state of the art of computational creativity …
Clipdraw: Exploring text-to-drawing synthesis through language-image encoders
CLIPDraw is an algorithm that synthesizes novel drawings from natural language input. It
does not require any additional training; rather, a pre-trained CLIP language-image encoder …
does not require any additional training; rather, a pre-trained CLIP language-image encoder …
Renderable neural radiance map for visual navigation
We propose a novel type of map for visual navigation, a renderable neural radiance map
(RNR-Map), which is designed to contain the overall visual information of a 3D environment …
(RNR-Map), which is designed to contain the overall visual information of a 3D environment …
Diffsketcher: Text guided vector sketch synthesis through latent diffusion models
Even though trained mainly on images, we discover that pretrained diffusion models show
impressive power in guiding sketch synthesis. In this paper, we present DiffSketcher, an …
impressive power in guiding sketch synthesis. In this paper, we present DiffSketcher, an …
Word-as-image for semantic typography
A word-as-image is a semantic typography technique where a word illustration presents a
visualization of the meaning of the word, while also preserving its readability. We present a …
visualization of the meaning of the word, while also preserving its readability. We present a …
SVGDreamer: Text guided SVG generation with diffusion model
Recently text-guided scalable vector graphics (SVGs) synthesis has shown promise in
domains such as iconography and sketch. However existing text-to-SVG generation …
domains such as iconography and sketch. However existing text-to-SVG generation …
Editable image geometric abstraction via neural primitive assembly
This work explores a novel image geometric abstraction paradigm based on assembly out of
a pool of pre-defined simple parametric primitives (ie, triangle, rectangle, circle and …
a pool of pre-defined simple parametric primitives (ie, triangle, rectangle, circle and …
Neuroevobench: Benchmarking evolutionary optimizers for deep learning applications
Abstract Recently, the Deep Learning community has become interested in evolutionary
optimization (EO) as a means to address hard optimization problems, eg meta-learning …
optimization (EO) as a means to address hard optimization problems, eg meta-learning …
Evojax: Hardware-accelerated neuroevolution
Evolutionary computation has been shown to be a highly effective method for training neural
networks, particularly when employed at scale on CPU clusters. Recent work have also …
networks, particularly when employed at scale on CPU clusters. Recent work have also …