SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution

C Wang, Z Hao, Y Tang, J Guo, Y Yang, K Han… - arxiv preprint arxiv …, 2024 - arxiv.org
Diffusion-based super-resolution (SR) models have recently garnered significant attention
due to their potent restoration capabilities. But conventional diffusion models perform noise …

Super-resolution reconstruction of single image for latent features

X Wang, JK Yan, JY Cai, JH Deng, Q Qin… - Computational Visual …, 2024 - Springer
Single-image super-resolution (SISR) typically focuses on restoring various degraded low-
resolution (LR) images to a single high-resolution (HR) image. However, during SISR tasks …

PromptRR: Diffusion Models as Prompt Generators for Single Image Reflection Removal

T Wang, W Lu, K Zhang, W Luo, TK Kim, T Lu… - arxiv preprint arxiv …, 2024 - arxiv.org
Existing single image reflection removal (SIRR) methods using deep learning tend to miss
key low-frequency (LF) and high-frequency (HF) differences in images, affecting their …

[HTML][HTML] Spatial Downscaling of Sea Surface Temperature Using Diffusion Model

S Wang, X Li, X Zhu, J Li, S Guo - Remote Sensing, 2024 - mdpi.com
In recent years, advancements in high-resolution digital twin platforms or artificial
intelligence marine forecasting have led to the increased requirements of high-resolution …

[HTML][HTML] Adaptive Noise-Powered Diffusion Model for Efficient and Accurate Object Detection

X Zou, K Han, X Zhang, W Wang, N Wu - Applied Sciences, 2024 - mdpi.com
Recent advancements in object detection, particularly with DiffusionDet, have demonstrated
impressive performance. However, its reliance on numerous random noise-based object …

Multi-Branch Network for Color Image Denoising Using Dilated Convolution and Attention Mechanisms

MT Duong, BT Nguyen Thi, S Lee, MC Hong - Sensors, 2024 - mdpi.com
Image denoising is regarded as an ill-posed problem in computer vision tasks that removes
additive noise from imaging sensors. Recently, several convolution neural network-based …

[HTML][HTML] Side-Scan Sonar Image Generator Based on Diffusion Models for Autonomous Underwater Vehicles

F Zhang, X Hou, Z Wang, C Cheng, T Tan - Journal of Marine Science …, 2024 - mdpi.com
In the field of underwater perception and detection, side-scan sonar (SSS) plays an
indispensable role. However, the imaging mechanism of SSS results in slow information …

[HTML][HTML] Mitigating Adversarial Attacks in Object Detection through Conditional Diffusion Models

X Ye, Q Zhang, S Cui, Z Ying, J Sun, X Du - Mathematics, 2024 - mdpi.com
The field of object detection has witnessed significant advancements in recent years, thanks
to the remarkable progress in artificial intelligence and deep learning. These breakthroughs …

[HTML][HTML] High-Precision Image Editing via Dual Attention Control in Diffusion Models Without Fine-Tuning

Z Pan, Y Kuang, J Lan, L Zhang - Applied Sciences, 2025 - mdpi.com
Existing diffusion models outperform generative models like Generative Adversarial
Networks in image synthesis and editing. However, they struggle with high-precision image …

Human Body Restoration with One-Step Diffusion Model and A New Benchmark

J Gong, J Wang, Z Chen, X Liu, H Gu, Y Zhang… - arxiv preprint arxiv …, 2025 - arxiv.org
Human body restoration, as a specific application of image restoration, is widely applied in
practice and plays a vital role across diverse fields. However, thorough research remains …