activity
20152023
most citedDeep learning in remote sensing: a review

3.2k citations · 6.6k across the 41 of their papers we have counts for

collaborators
Showing 2018Show all

12 papers · 1 filter

cs.CV2018★ 188 cited

Mini-Unmanned Aerial Vehicle-Based Remote Sensing: Techniques, Applications, and Prospects

Tian-Zhu Xiang, Gui-Song Xia, Liangpei Zhang

The past few decades have witnessed the great progress of unmanned aircraft vehicles (UAVs) in civilian fields, especially in photogrammetry and remote sensing. In contrast with th…

cs.CV2018★ 12 cited

Learning Attraction Field Representation for Robust Line Segment Detection

Nan Xue, Song Bai, Fudong Wang +3

This paper presents a region-partition based attraction field dual representation for line segment maps, and thus poses the problem of line segment detection (LSD) as the region co…

cs.CV2018★ 112 cited

Learning RoI Transformer for Detecting Oriented Objects in Aerial Images

Jian Ding, Nan Xue, Yang Long +2

Object detection in aerial images is an active yet challenging task in computer vision because of the birdview perspective, the highly complex backgrounds, and the variant appearan…

cs.RO2018★ 3 cited

Toward Autonomous Rotation-Aware Unmanned Aerial Grasping

Shijie Lin, Jinwang Wang, Wen Yang +1

Autonomous Unmanned Aerial Manipulators (UAMs) have shown promising potentials to transform passive sensing missions into active 3-dimension interactive missions, but they still su…

cs.CV2018★ 1 cited

GeoSay: A Geometric Saliency for Extracting Buildings in Remote Sensing Images

Gui-Song Xia, Jin Huang, Nan Xue +2

Automatic extraction of buildings in remote sensing images is an important but challenging task and finds many applications in different fields such as urban planning, navigation a…

cs.CV2018

Adaptively Transforming Graph Matching

Fudong Wang, Nan Xue, Yipeng Zhang +2

Recently, many graph matching methods that incorporate pairwise constraint and that can be formulated as a quadratic assignment problem (QAP) have been proposed. Although these met…

cs.CV2018★ 4 cited

Accurate Building Detection in VHR Remote Sensing Images using Geometric Saliency

Jin Huang, Gui-Song Xia, Fan Hu +1

This paper aims to address the problem of detecting buildings from remote sensing images with very high resolution (VHR). Inspired by the observation that buildings are always more…

cs.CV2018★ 4 cited

Large-scale Land Cover Classification in GaoFen-2 Satellite Imagery

Xin-Yi Tong, Qikai Lu, Gui-Song Xia +1

Many significant applications need land cover information of remote sensing images that are acquired from different areas and times, such as change detection and disaster monitorin…

cs.CV2018

Recent advances and opportunities in scene classification of aerial images with deep models

Fan Hu, Gui-Song Xia, Wen Yang +1

Scene classification is a fundamental task in interpretation of remote sensing images, and has become an active research topic in remote sensing community due to its important role…

cs.CV2018★ 7 cited

AID++: An Updated Version of AID on Scene Classification

Pu Jin, Gui-Song Xia, Fan Hu +2

Aerial image scene classification is a fundamental problem for understanding high-resolution remote sensing images and has become an active research task in the field of remote sen…

cs.CV2018★ 18 cited

Rotation-Sensitive Regression for Oriented Scene Text Detection

Minghui Liao, Zhen Zhu, Baoguang Shi +2

Text in natural images is of arbitrary orientations, requiring detection in terms of oriented bounding boxes. Normally, a multi-oriented text detector often involves two key tasks:…

cs.CV2018★ 10 cited

Learning the Synthesizability of Dynamic Texture Samples

Feng Yang, Gui-Song Xia, Dengxin Dai +1

A dynamic texture (DT) refers to a sequence of images that exhibit temporal regularities and has many applications in computer vision and graphics. Given an exemplar of dynamic tex…