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State of the art on diffusion models for visual computing
The field of visual computing is rapidly advancing due to the emergence of generative
artificial intelligence (AI), which unlocks unprecedented capabilities for the generation …
artificial intelligence (AI), which unlocks unprecedented capabilities for the generation …
Sdxl: Improving latent diffusion models for high-resolution image synthesis
We present SDXL, a latent diffusion model for text-to-image synthesis. Compared to
previous versions of Stable Diffusion, SDXL leverages a three times larger UNet backbone …
previous versions of Stable Diffusion, SDXL leverages a three times larger UNet backbone …
Adversarial diffusion distillation
Abstract We introduce Adversarial Diffusion Distillation (ADD), a novel training approach that
efficiently samples large-scale foundational image diffusion models in just 1–4 steps while …
efficiently samples large-scale foundational image diffusion models in just 1–4 steps while …
Deepcache: Accelerating diffusion models for free
Diffusion models have recently gained unprecedented attention in the field of image
synthesis due to their remarkable generative capabilities. Notwithstanding their prowess …
synthesis due to their remarkable generative capabilities. Notwithstanding their prowess …
Instaflow: One step is enough for high-quality diffusion-based text-to-image generation
Diffusion models have revolutionized text-to-image generation with its exceptional quality
and creativity. However, its multi-step sampling process is known to be slow, often requiring …
and creativity. However, its multi-step sampling process is known to be slow, often requiring …
Distrifusion: Distributed parallel inference for high-resolution diffusion models
Diffusion models have achieved great success in synthesizing high-quality images.
However generating high-resolution images with diffusion models is still challenging due to …
However generating high-resolution images with diffusion models is still challenging due to …
Snap video: Scaled spatiotemporal transformers for text-to-video synthesis
Contemporary models for generating images show remarkable quality and versatility.
Swayed by these advantages the research community repurposes them to generate videos …
Swayed by these advantages the research community repurposes them to generate videos …
Ufogen: You forward once large scale text-to-image generation via diffusion gans
Text-to-image diffusion models have demonstrated remarkable capabilities in transforming
text prompts into coherent images yet the computational cost of the multi-step inference …
text prompts into coherent images yet the computational cost of the multi-step inference …
A survey of resource-efficient llm and multimodal foundation models
Large foundation models, including large language models (LLMs), vision transformers
(ViTs), diffusion, and LLM-based multimodal models, are revolutionizing the entire machine …
(ViTs), diffusion, and LLM-based multimodal models, are revolutionizing the entire machine …
Mobilediffusion: Instant text-to-image generation on mobile devices
The deployment of large-scale text-to-image diffusion models on mobile devices is impeded
by their substantial model size and high latency. In this paper, we present MobileDiffusion …
by their substantial model size and high latency. In this paper, we present MobileDiffusion …