Draw Like an Artist: Complex Scene Generation with Diffusion …
Generating a complex scene image with CxD takes approximately 2 minutes, including the time required for processing complex prompts with the LLM. We have carefully crafted task-aware templates and high-quality in-context examples to leverage the chain-of-thought (CoT) capabilities of the LLM effectively.
[2408.13858] Draw Like an Artist: Complex Scene Generation with ...
2024年8月25日 · In this paper, we address this gap by providing a precise definition of complex scenes and introducing a set of Complex Decomposition Criteria (CDC) based on this definition. Inspired by the artists painting process, we propose a training-free diffusion framework called Complex Diffusion (CxD), which divides the process into three stages ...
Title: Complex Scene Image Editing by Scene Graph …
2022年3月24日 · To address these challenges, we propose a two-stage method for achieving complex scene image editing by Scene Graph Comprehension (SGC-Net). In the first stage, we train a Region of Interest (RoI) prediction network that uses scene graphs and predict the locations of the target objects.
To better model complex local semantic structures in the scene images, we propose to enhance local represen-tations as well as the global representation with auxiliary pretext tasks locally defined and at multiple scales.
Exploiting Relationship for Complex-scene Image Generation
This work explores relationship-aware complex-scene image generation, where multiple objects are inter-related as a scene graph. With the help of relationships, we propose three major updates in the generation framework.
Complex Scene Image Editing by Scene Graph Comprehension
Complex Scene Image Editing by Scene Graph Comprehension SGC-Net is a scene-graph driven image editing method. This repository contains the implementation of our paper .
AI Art Generator: Free AI Image Generator & Editor | OpenArt
An AI art generator like OpenArt leverages state-of-the-art generative AI technologies to convert user-provided textual prompts into exquisite visual artworks. These generators can imitate a wide range of artistic styles by utilizing complex algorithms such as diffusion models.
Frido: Feature Pyramid Diffusion for Complex Scene Image …
2022年8月29日 · In this paper, we present Frido, a Feature Pyramid Diffusion model performing a multi-scale coarse-to-fine denoising process for image synthesis. Our model decomposes an input image into scale-dependent vector quantized features, followed by a coarse-to-fine gating for producing image output.
Improving Complex Scene Generation by Enhancing Multi-Scale ...
In this paper, we explore ways to boost the discriminative capability by leveraging two recent paradigms on visual representation learning: self-supervised learning and transfer learning. As the first approach, we propose a self-supervised auxiliary task tailored to enhance the multi-scale representations of the discriminator.
High-Resolution Complex Scene Synthesis with Transformers
2021年5月13日 · Our experiments show that the resulting system is able to synthesize high-quality images consistent with the given layouts. In particular, we improve the state-of-the-art FID score on COCO-Stuff and on Visual Genome by up to 19% and 53% and demonstrate the synthesis of images up to 512 x 512 px on COCO and Open Images.
- 某些结果已被删除