Bk-sdm: A lightweight, fast, and cheap version of stable diffusion

BK Kim, HK Song, T Castells, S Choi - European Conference on Computer …, 2025 - Springer
Abstract Text-to-image (T2I) generation with Stable Diffusion models (SDMs) involves high
computing demands due to billion-scale parameters. To enhance efficiency, recent studies …

Individual Content and Motion Dynamics Preserved Pruning for Video Diffusion Models

Y Wu, H Wang, Z Chen, D Xu - arXiv preprint arXiv:2411.18375, 2024 - arxiv.org
The high computational cost and slow inference time are major obstacles to deploying the
video diffusion model (VDM) in practical applications. To overcome this, we introduce a new …

SnapGen: Taming High-Resolution Text-to-Image Models for Mobile Devices with Efficient Architectures and Training

D Hu, J Chen, X Huang, H Coskun, A Sahni… - arXiv preprint arXiv …, 2024 - arxiv.org
Existing text-to-image (T2I) diffusion models face several limitations, including large model
sizes, slow runtime, and low-quality generation on mobile devices. This paper aims to …

Diffusion Models in Low-Level Vision: A Survey

C He, Y Shen, C Fang, F Xiao, L Tang, Y Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Deep generative models have garnered significant attention in low-level vision tasks due to
their generative capabilities. Among them, diffusion model-based solutions, characterized by …

Adversarial Diffusion Compression for Real-World Image Super-Resolution

B Chen, G Li, R Wu, X Zhang, J Chen, J Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Real-world image super-resolution (Real-ISR) aims to reconstruct high-resolution images
from low-resolution inputs degraded by complex, unknown processes. While many Stable …

[图书][B] Computer Vision-ECCV 2024: 18th European Conference, Milan, Italy, September 29-October 4, 2024, Proceedings, Part XXIV.

A Leonardis - 2024 - books.google.com
The multi-volume set of LNCS books with volume numbers 15059 up to 15147 constitutes
the refereed proceedings of the 18th European Conference on Computer Vision, ECCV …