Unleashing the power of edge-cloud generative ai in mobile networks: A survey of aigc services

M Xu, H Du, D Niyato, J Kang, Z Xiong… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Artificial Intelligence-Generated Content (AIGC) is an automated method for generating,
manipulating, and modifying valuable and diverse data using AI algorithms creatively. This …

Foundation Models Defining a New Era in Vision: a Survey and Outlook

M Awais, M Naseer, S Khan, RM Anwer… - … on Pattern Analysis …, 2025 - ieeexplore.ieee.org
Vision systems that see and reason about the compositional nature of visual scenes are
fundamental to understanding our world. The complex relations between objects and their …

Diffusiondet: Diffusion model for object detection

S Chen, P Sun, Y Song, P Luo - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
We propose DiffusionDet, a new framework that formulates object detection as a denoising
diffusion process from noisy boxes to object boxes. During the training stage, object boxes …

Text-to-image diffusion models in generative ai: A survey

C Zhang, C Zhang, M Zhang, IS Kweon - arXiv preprint arXiv:2303.07909, 2023 - arxiv.org
This survey reviews text-to-image diffusion models in the context that diffusion models have
emerged to be popular for a wide range of generative tasks. As a self-contained work, this …

Efficient diffusion training via min-snr weighting strategy

T Hang, S Gu, C Li, J Bao, D Chen… - Proceedings of the …, 2023 - openaccess.thecvf.com
Denoising diffusion models have been a mainstream approach for image generation,
however, training these models often suffers from slow convergence. In this paper, we …

A complete survey on generative ai (aigc): Is chatgpt from gpt-4 to gpt-5 all you need?

C Zhang, C Zhang, S Zheng, Y Qiao, C Li… - arXiv preprint arXiv …, 2023 - arxiv.org
As ChatGPT goes viral, generative AI (AIGC, aka AI-generated content) has made headlines
everywhere because of its ability to analyze and create text, images, and beyond. With such …

Diffusion models in medical imaging: A comprehensive survey

A Kazerouni, EK Aghdam, M Heidari, R Azad… - Medical Image …, 2023 - Elsevier
Denoising diffusion models, a class of generative models, have garnered immense interest
lately in various deep-learning problems. A diffusion probabilistic model defines a forward …

One small step for generative ai, one giant leap for agi: A complete survey on chatgpt in aigc era

C Zhang, C Zhang, C Li, Y Qiao, S Zheng… - arXiv preprint arXiv …, 2023 - arxiv.org
OpenAI has recently released GPT-4 (aka ChatGPT plus), which is demonstrated to be one
small step for generative AI (GAI), but one giant leap for artificial general intelligence (AGI) …

Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions

S Chen, S Chewi, J Li, Y Li, A Salim… - arXiv preprint arXiv …, 2022 - arxiv.org
We provide theoretical convergence guarantees for score-based generative models (SGMs)
such as denoising diffusion probabilistic models (DDPMs), which constitute the backbone of …

Texfusion: Synthesizing 3d textures with text-guided image diffusion models

T Cao, K Kreis, S Fidler, N Sharp… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract We present TexFusion (Texture Diffusion), a new method to synthesize textures for
given 3D geometries, using only large-scale text-guided image diffusion models. In contrast …