Parameter-efficient fine-tuning for large models: A comprehensive survey

Z Han, C Gao, J Liu, J Zhang, SQ Zhang - arxiv preprint arxiv:2403.14608, 2024 - arxiv.org
Large models represent a groundbreaking advancement in multiple application fields,
enabling remarkable achievements across various tasks. However, their unprecedented …

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 **ong… - … 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 …

Wonder3d: Single image to 3d using cross-domain diffusion

X Long, YC Guo, C Lin, Y Liu, Z Dou… - Proceedings of the …, 2024 - openaccess.thecvf.com
In this work we introduce Wonder3D a novel method for generating high-fidelity textured
meshes from single-view images with remarkable efficiency. Recent methods based on the …

Syncdreamer: Generating multiview-consistent images from a single-view image

Y Liu, C Lin, Z Zeng, X Long, L Liu, T Komura… - arxiv preprint arxiv …, 2023 - arxiv.org
In this paper, we present a novel diffusion model called that generates multiview-consistent
images from a single-view image. Using pretrained large-scale 2D diffusion models, recent …

Pix2video: Video editing using image diffusion

D Ceylan, CHP Huang, NJ Mitra - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Image diffusion models, trained on massive image collections, have emerged as the most
versatile image generator model in terms of quality and diversity. They support inverting real …

Lumiere: A space-time diffusion model for video generation

O Bar-Tal, H Chefer, O Tov, C Herrmann… - SIGGRAPH Asia 2024 …, 2024 - dl.acm.org
We introduce Lumiere–a text-to-video diffusion model designed for synthesizing videos that
portray realistic, diverse and coherent motion–a pivotal challenge in video synthesis. To this …

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 …

Uni-controlnet: All-in-one control to text-to-image diffusion models

S Zhao, D Chen, YC Chen, J Bao… - Advances in …, 2024 - proceedings.neurips.cc
Text-to-Image diffusion models have made tremendous progress over the past two years,
enabling the generation of highly realistic images based on open-domain text descriptions …

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 …

Spatext: Spatio-textual representation for controllable image generation

O Avrahami, T Hayes, O Gafni… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recent text-to-image diffusion models are able to generate convincing results of
unprecedented quality. However, it is nearly impossible to control the shapes of different …