Gui-Song Xia

Asymmetric Siamese Networks for Semantic Change Detection

Given two multi-temporal aerial images, semantic change detection aims t...
10/12/2020 ∙ by Kunping Yang, et al. ∙ 0 ∙ share

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Mixed Noise Removal with Pareto Prior

Denoising images contaminated by the mixture of additive white Gaussian ...
08/27/2020 ∙ by Zhou Liu, et al. ∙ 0 ∙ share

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Align Deep Features for Oriented Object Detection

The past decade has witnessed significant progress on detecting objects ...
08/21/2020 ∙ by Jiaming Han, et al. ∙ 5 ∙ share

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Event Enhanced High-Quality Image Recovery

With extremely high temporal resolution, event cameras have a large pote...
07/16/2020 ∙ by Bishan Wang, et al. ∙ 0 ∙ share

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Implicit Euler ODE Networks for Single-Image Dehazing

Deep convolutional neural networks (CNN) have been applied for image deh...
07/13/2020 ∙ by Jiawei Shen, et al. ∙ 0 ∙ share

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X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data

This paper addresses the problem of semi-supervised transfer learning wi...
06/24/2020 ∙ by Danfeng Hong, et al. ∙ 0 ∙ share

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DiRS: On Creating Benchmark Datasets for Remote Sensing Image Interpretation

The past decade has witnessed great progress on remote sensing (RS) imag...
06/22/2020 ∙ by Yang Long, et al. ∙ 0 ∙ share

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Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities

Remote sensing image scene classification, which aims at labeling remote...
05/03/2020 ∙ by Gong Cheng, et al. ∙ 5 ∙ share

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FGN: Fully Guided Network for Few-Shot Instance Segmentation

Few-shot instance segmentation (FSIS) conjoins the few-shot learning par...
03/31/2020 ∙ by Zhibo Fan, et al. ∙ 0 ∙ share

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Zero-Assignment Constraint for Graph Matching with Outliers

Graph matching (GM), as a longstanding problem in computer vision and pa...
03/26/2020 ∙ by Fudong Wang, et al. ∙ 18 ∙ share

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Fisheye Distortion Rectification from Deep Straight Lines

This paper presents a novel line-aware rectification network (LaRecNet) ...
03/25/2020 ∙ by Zhu-Cun Xue, et al. ∙ 6 ∙ share

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Holistically-Attracted Wireframe Parsing

This paper presents a fast and parsimonious parsing method to accurately...
03/03/2020 ∙ by Nan Xue, et al. ∙ 4 ∙ share

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Plug Play Convolutional Regression Tracker for Video Object Detection

Video object detection targets to simultaneously localize the bounding b...
03/02/2020 ∙ by Ye Lyu, et al. ∙ 0 ∙ share

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Matching Neuromorphic Events and Color Images via Adversarial Learning

The event camera has appealing properties: high dynamic range, low laten...
03/02/2020 ∙ by Fang Xu, et al. ∙ 6 ∙ share

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Learning Regional Attraction for Line Segment Detection

This paper presents regional attraction of line segment maps, and hereby...
12/18/2019 ∙ by Nan Xue, et al. ∙ 9 ∙ share

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Conditional Generative ConvNets for Exemplar-based Texture Synthesis

The goal of exemplar-based texture synthesis is to generate texture imag...
12/17/2019 ∙ by Zi-Ming Wang, et al. ∙ 17 ∙ share

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Gliding vertex on the horizontal bounding box for multi-oriented object detection

Object detection has recently experienced substantial progress. Yet, the...
11/21/2019 ∙ by Yongchao Xu, et al. ∙ 10 ∙ share

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LIP: Learning Instance Propagation for Video Object Segmentation

In recent years, the task of segmenting foreground objects from backgrou...
09/30/2019 ∙ by Ye Lyu, et al. ∙ 13 ∙ share

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iSAID: A Large-scale Dataset for Instance Segmentation in Aerial Images

Existing Earth Vision datasets are either suitable for semantic segmenta...
05/30/2019 ∙ by Syed Waqas Zamir, et al. ∙ 0 ∙ share

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Learning to Calibrate Straight Lines for Fisheye Image Rectification

This paper presents a new deep-learning based method to simultaneously c...
04/22/2019 ∙ by Zhucun Xue, et al. ∙ 10 ∙ share

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A Functional Representation for Graph Matching

Graph matching is an important and persistent problem in computer vision...
01/16/2019 ∙ by Fu-Dong Wang, et al. ∙ 4 ∙ share

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Mini-UAV-based Remote Sensing: Techniques, Applications and Prospectives

The past few decades have witnessed the great progress of unmanned aircr...
12/19/2018 ∙ by Tian-Zhu Xiang, et al. ∙ 16 ∙ share

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Learning Attraction Field Representation for Robust Line Segment Detection

This paper presents a region-partition based attraction field dual repre...
12/05/2018 ∙ by Nan Xue, et al. ∙ 12 ∙ share

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Learning RoI Transformer for Detecting Oriented Objects in Aerial Images

Object detection in aerial images is an active yet challenging task in c...
12/01/2018 ∙ by Jian Ding, et al. ∙ 0 ∙ share

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

Automatic extraction of buildings in remote sensing images is an importa...
11/07/2018 ∙ by Gui-Song Xia, et al. ∙ 4 ∙ share

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Texture Mixing by Interpolating Deep Statistics via Gaussian Models

Recently, enthusiastic studies have devoted to texture synthesis using d...
07/29/2018 ∙ by Zi-Ming Wang, et al. ∙ 16 ∙ share

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Adaptively Transforming Graph Matching

Recently, many graph matching methods that incorporate pairwise constrai...
07/26/2018 ∙ by Fudong Wang, et al. ∙ 2 ∙ share

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Learning Transferable Deep Models for Land-Use Classification with High-Resolution Remote Sensing Images

In recent years, large amount of high spatial-resolution remote sensing ...
07/16/2018 ∙ by Xin-Yi Tong, et al. ∙ 8 ∙ share

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Accurate Building Detection in VHR Remote Sensing Images using Geometric Saliency

This paper aims to address the problem of detecting buildings from remot...
06/04/2018 ∙ by Jin Huang, et al. ∙ 0 ∙ share

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

Many significant applications need land cover information of remote sens...
06/04/2018 ∙ by Xin-Yi Tong, et al. ∙ 0 ∙ share

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

Scene classification is a fundamental task in interpretation of remote s...
06/04/2018 ∙ by Fan Hu, et al. ∙ 0 ∙ share

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

Aerial image scene classification is a fundamental problem for understan...
06/03/2018 ∙ by Pu Jin, et al. ∙ 0 ∙ share

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Rotation-Sensitive Regression for Oriented Scene Text Detection

Text in natural images is of arbitrary orientations, requiring detection...
03/14/2018 ∙ by Minghui Liao, et al. ∙ 0 ∙ share

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Learning the Synthesizability of Dynamic Texture Samples

A dynamic texture (DT) refers to a sequence of images that exhibit tempo...
02/03/2018 ∙ by Feng Yang, et al. ∙ 0 ∙ share

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DOTA: A Large-scale Dataset for Object Detection in Aerial Images

Object detection is an important and challenging problem in computer vis...
11/28/2017 ∙ by Gui-Song Xia, et al. ∙ 0 ∙ share

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Deep learning in remote sensing: a review

Standing at the paradigm shift towards data-intensive science, machine l...
10/11/2017 ∙ by Xiao Xiang Zhu, et al. ∙ 0 ∙ share

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Exploiting Deep Features for Remote Sensing Image Retrieval: A Systematic Investigation

Remote sensing (RS) image retrieval based on visual content is of great ...
07/23/2017 ∙ by Gui-Song Xia, et al. ∙ 0 ∙ share

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Anisotropic-Scale Junction Detection and Matching for Indoor Images

Junctions play an important role in the characterization of local geomet...
03/16/2017 ∙ by Nan Xue, et al. ∙ 0 ∙ share

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Image Stitching by Line-guided Local Warping with Global Similarity Constraint

Low-textured image stitching remains a challenging problem. It is diffic...
02/25/2017 ∙ by Tian-Zhu Xiang, et al. ∙ 0 ∙ share

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AID: A Benchmark Dataset for Performance Evaluation of Aerial Scene Classification

Aerial scene classification, which aims to automatically label an aerial...
08/18/2016 ∙ by Gui-Song Xia, et al. ∙ 0 ∙ share

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Dense v.s. Sparse: A Comparative Study of Sampling Analysis in Scene Classification of High-Resolution Remote Sensing Imagery

Scene classification is a key problem in the interpretation of high-reso...
02/04/2015 ∙ by Jingwen Hu, et al. ∙ 0 ∙ share

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Meaningful Objects Segmentation from SAR Images via A Multi-Scale Non-Local Active Contour Model

The segmentation of synthetic aperture radar (SAR) images is a longstand...
01/17/2015 ∙ by Gui-Song Xia, et al. ∙ 0 ∙ share

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Gui-Song Xia

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