output
20132026
most citedDeep learning in remote sensing: a review

3.2k citations

Showing 2022Show all

13 papers · 1 filter

cs.CV2022★ 103 cited

Unsupervised Multimodal Change Detection Based on Structural Relationship Graph Representation Learning

Hongruixuan Chen, Naoto Yokoya, Chen Wu +1

Unsupervised multimodal change detection is a practical and challenging topic that can play an important role in time-sensitive emergency applications. To address the challenge tha…

cs.CV2022★ 8 cited

One-Class Risk Estimation for One-Class Hyperspectral Image Classification

Hengwei Zhao, Yanfei Zhong, Xinyu Wang +1

Hyperspectral imagery (HSI) one-class classification is aimed at identifying a single target class from the HSI by using only knowing positive data, which can significantly reduce…

cs.CV2022★ 53 cited

Anomaly Detection in Aerial Videos with Transformers

Pu Jin, Lichao Mou, Gui-Song Xia +1

Unmanned aerial vehicles (UAVs) are widely applied for purposes of inspection, search, and rescue operations by the virtue of low-cost, large-coverage, real-time, and high-resoluti…

cs.CV2022★ 16 cited

FuTH-Net: Fusing Temporal Relations and Holistic Features for Aerial Video Classification

Pu Jin, Lichao Mou, Yuansheng Hua +2

Unmanned aerial vehicles (UAVs) are now widely applied to data acquisition due to its low cost and fast mobility. With the increasing volume of aerial videos, the demand for automa…

cs.CV2022★ 113 cited

Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery

Xin-Yi Tong, Gui-Song Xia, Xiao Xiang Zhu

High-resolution satellite images can provide abundant, detailed spatial information for land cover classification, which is particularly important for studying the complicated buil…

cs.CV2022★ 39 cited

MKANet: A Lightweight Network with Sobel Boundary Loss for Efficient Land-cover Classification of Satellite Remote Sensing Imagery

Zhiqi Zhang, Wen Lu, Jinshan Cao +1

Land cover classification is a multi-class segmentation task to classify each pixel into a certain natural or man-made category of the earth surface, such as water, soil, natural v…

cs.CV2022★ 86 cited

HyperNet: Self-Supervised Hyperspectral Spatial-Spectral Feature Understanding Network for Hyperspectral Change Detection

Meiqi Hu, Chen Wu, Liangpei Zhang

The fast development of self-supervised learning lowers the bar learning feature representation from massive unlabeled data and has triggered a series of research on change detecti…

cs.CV2022★ 34 cited

Parallel Structure from Motion for UAV Images via Weighted Connected Dominating Set

San Jiang, Qingquan Li, Wanshou Jiang +1

Incremental Structure from Motion (ISfM) has been widely used for UAV image orientation. Its efficiency, however, decreases dramatically due to the sequential constraint. Although…

cs.CV2022★ 37 cited

WHU-Stereo: A Challenging Benchmark for Stereo Matching of High-Resolution Satellite Images

Shenhong Li, Sheng He, San Jiang +2

Stereo matching of high-resolution satellite images (HRSI) is still a fundamental but challenging task in the field of photogrammetry and remote sensing. Recently, deep learning (D…

cs.CV2022★ 53 cited

All Grains, One Scheme (AGOS): Learning Multi-grain Instance Representation for Aerial Scene Classification

Qi Bi, Beichen Zhou, Kun Qin +2

Aerial scene classification remains challenging as: 1) the size of key objects in determining the scene scheme varies greatly; 2) many objects irrelevant to the scene scheme are of…

cs.CV2022★ 12 cited

Rotated Object Detection via Scale-invariant Mahalanobis Distance in Aerial Images

Siyang Wen, Wei Guo, Yi Liu +1

Rotated object detection in aerial images is a meaningful yet challenging task as objects are densely arranged and have arbitrary orientations. The eight-parameter (coordinates of…

cs.CV2022★ 98 cited

Motion-driven Visual Tempo Learning for Video-based Action Recognition

Yuanzhong Liu, Junsong Yuan, Zhigang Tu

Action visual tempo characterizes the dynamics and the temporal scale of an action, which is helpful to distinguish human actions that share high similarities in visual dynamics an…

cs.CV2022★ 76 cited

Consistent 3D Hand Reconstruction in Video via self-supervised Learning

Zhigang Tu, Zhisheng Huang, Yujin Chen +4

We present a method for reconstructing accurate and consistent 3D hands from a monocular video. We observe that detected 2D hand keypoints and the image texture provide important c…