CVPR 2025 论文接收结果目前已公布，博主整理了遥感与深度学习方向的论文列表。
Remote Sensing
Adaptive Rectangular Convolution for Remote Sensing Pansharpening
(用于遥感全色锐化的自适应矩形卷积)
Xueyang Wang, Zhixin Zheng, Jiandong Shao, Yule Duan, Liang-Jian Deng
题目：Adaptive Rectangular Convolution for Remote Sensing Pansharpening
会议：Conference on Computer Vision and Pattern Recognition 2025
论文：https://arxiv.org/abs/2503.00467
代码：https://github.com/WangXueyang-uestc/ARConv
年份：2025
AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data Generation
(AeroGen: 通过扩散驱动的数据生成提升遥感目标检测)
Datao Tang, Xiangyong Cao, Xuan Wu, Jialin Li, Jing Yao, Xueru Bai, Dongsheng Jiang, Yin Li, Deyu Meng
题目：AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data Generation
会议：Conference on Computer Vision and Pattern Recognition 2025
论文：https://arxiv.org/abs/2411.15497
代码：https://github.com/Sonettoo/AeroGen
年份：2025
这才是科研人该学的！基于深度学习的遥感图像分类实战，一口气学完图像处理、特征提取、分类算法、变化检测、图像配准、辐射校正等7大算法！通俗易懂，新手也能学会！
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images
(SegEarth-OV: 面向遥感影像的免训练开放词汇分割)
Kaiyu Li, Ruixun Liu, Xiangyong Cao, Xueru Bai, Feng Zhou, Deyu Meng, Wang Zhi
题目：SegEarth-OV: Towards Traning-Free Open-Vocabulary Segmentation for Remote Sensing Images
论文：http://arxiv.org/abs/2410.01768
主页：https://likyoo.github.io/SegEarth-OV/
年份：2024
Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel Method
(面向卫星图像道路图提取：一个全球尺度数据集与新方法)
Pan Yin, Kaiyu Li, Xiangyong Cao, Jing Yao, Lei Liu, Xueru Bai, Feng Zhou, Deyu Meng
题目：Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel Method
会议：Conference on Computer Vision and Pattern Recognition 2025
论文：https://arxiv.org/abs/2411.16733
代码：https://github.com/earth-insights/samroadplus
年份：2025
NTR-Gaussian: Nighttime Dynamic Thermal Reconstruction with 4D Gaussian Splatting Based on Thermodynamics
(NTR-Gaussian: 基于热力学的4D高斯散点夜间动态热重建)
Kun Yang, Yuxiang Liu, Zeyu Cui, Yu Liu, Maojun Zhang, Shen Yan, Qing Wang
题目：NTR-Gaussian: Nighttime Dynamic Thermal Reconstruction with 4D Gaussian Splatting Based on Thermodynamics
会议：Conference on Computer Vision and Pattern Recognition 2025
论文：https://arxiv.org/abs/2503.03115
年份：2025
A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening
(用于遥感全色锐化的通用自适应双层加权机制)
Jie Huang, Haorui Chen, Jiaxuan Ren, Siran Peng, Liang-Jian Deng
RSAR: Restricted State Angle Resolver and Rotated SAR Benchmark
(RSAR: 受限状态角解析器与旋转SAR基准测试)
Xin Zhang, Xue Yang, Yuxuan Li, Jian Yang, Ming-Ming Cheng, Xiang Li
Point2RBox-v2: Rethinking Point-supervised Oriented Object Detection with Spatial Layout Among Instances
(Point2RBox-v2: 重新思考基于点监督的定向目标检测，结合实例间的空间布局)
Yi Yu, Botao Ren, Peiyuan Zhang, Mingxin Liu, Junwei Luo, Shaofeng Zhang, Feipeng Da, Junchi Yan, Xue Yang
Cross-Rejective Open-Set SAR Image Registration
(跨拒绝性开放集SAR图像配准)
Shasha Mao, Shiming Lu, Zhaolong Du, Licheng Jiao, Shuiping Gou, Luntian Mou, Xuequan Lu, Lin Xiong, Yimeng Zhang
SkySense-O: Towards Open-World Remote Sensing Interpretation with Vision-Centric Visual-Language Modeling
(SkySense-O: 面向开放世界遥感解译的视觉中心化视觉-语言建模)
Qi Zhu, Jiangwei Lao, Deyi Ji, Junwei Luo, Kang Wu, Yingying Zhang, Lixiang Ru, Jian Wang, Jingdong Chen, Ming Yang, Dong Liu, Feng Zhao
Feature Spectrum Learning for Remote Sensing Change Detection
(用于遥感变化检测的特征频谱学习)
Qi Zang, Dong Zhao, Shuang Wang, Dou Quan, Licheng Jiao, Zhun Zhong
HyperFree: A Channel-adaptive and Tuning-free Foundation Model for Hyperspectral Remote Sensing Imagery
(HyperFree: 一种通道自适应且无需微调的高光谱遥感影像基础模型)
Jingtao Li, Yingyi Liu, Xinyu Wang, Yunning Peng, Chen Sun, Shaoyu Wang, Zhendong Sun, Tian Ke, Xiao Jiang, Tangwei Lu, Anran Zhao, Yanfei Zhong
RobSense: A Robust Multi-modal Foundation Model for Remote Sensing with Static, Temporal, and Incomplete Data Adaptability
(RobSense: 一种适应静态、时序和不完整数据的稳健多模态遥感基础模型)
Kha Do, Kang Han, Phu Lai, Khoa T. Phan, Wei Xiang
Effective Cloud Removal for Remote Sensing Images by an Improved Mean-Reverting Denoising Model with Elucidated Design Space
(通过改进的均值回归去噪模型有效去除遥感影像中的云)
Yi Liu, Wengen Li, Jihong Guan, Shuigeng Zhou, Yichao Zhang
RSVOS-SAM: High-Quality Interactive Segmentation for Remote Sensing Video Object
(RSVOS-SAM: 高质量的遥感视频目标交互式分割)
Zhe Shan, Yang Liu, Lei Zhou, Cheng Yan, Heng Wang, Xia Xie
XLRS-Bench: Could Your Multimodal LLMs Understand Extremely Large Ultra-High-Resolution Remote Sensing Imagery?
(XLRS-Bench: 你的多模态LLM能理解超大超高分辨率遥感影像吗？)
Fengxiang Wang, Hongzhen Wang, Zonghao Guo, Di Wang, Yulin Wang, Mingshuo Chen, Qiang Ma, Long Lan, Wenjing Yang, Jing Zhang, Zhiyuan Liu, Maosong Sun
MINIMA: Modality Invariant Image Matching
(MINIMA: 模态不变的图像匹配)
Jiangwei Ren, Xingyu Jiang, Zizhuo Li, Dingkang Liang, Xin Zhou, Xiang Bai