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Pengfeng Xiao

4 accepted papers

2026

Remote Sensing Image Super-Resolution for Imbalanced Textures: A Texture-Aware Diffusion Framework

CVPR 2026

Generative diffusion priors have recently achieved state-of-the-art performance in natural image super-resolution, demonstrating a powerful capability to synthesize photorealistic details. However, their direct application to remote sensing image super-resolution (RSISR) reveals significant shortcom

Cited by 0SourcecodeScholar
2026

Transforming Weather Data from Pixel to Latent Space

ICML 2026oral

The increasing impact of climate change and extreme weather events has spurred growing interest in deep learning for weather research. However, existing studies often rely on weather data in pixel space, which presents several challenges such as smooth outputs in model outputs, limited applicability…

Cited by 0SourceScholar
2025

Quality-Driven Curation of Remote Sensing Vision-Language Data via Learned Scoring Models

NeurIPS 2025poster

Vision-Language Models (VLMs) have demonstrated great potential in interpreting remote sensing (RS) images through language-guided semantic. However, the effectiveness of these VLMs critically depends on high-quality image-text training data that captures rich semantic relationships between visual c…

Cited by 0SourceScholar
2024

LHRS-Bot: Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model

ECCV 2024poster

"The revolutionary capabilities of large language models (LLMs) have paved the way for multimodal large language models (MLLMs) and fostered diverse applications across various specialized domains. In the remote sensing (RS) field, however, the diverse geographical landscapes and varied objects in R…