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Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality
  Learning Framework for Land Cover and Land Use Classification

Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification

9 January 2019
Danfeng Hong
Naoto Yokoya
N. Ge
Jocelyn Chanussot
Xiaoxiang Zhu
ArXivPDFHTML

Papers citing "Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification"

40 / 40 papers shown
Title
A Comprehensive Survey for Hyperspectral Image Classification: The
  Evolution from Conventional to Transformers
A Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers
Muhammad Ahmad
Salvatore Distifano
Adil Mehmood Khan
Manuel Mazzara
Chenyu Li
Jing Yao
Hao Li
Jagannath Aryal
Gemine Vivone
Danfeng Hong
76
5
0
23 Apr 2024
SpectralMamba: Efficient Mamba for Hyperspectral Image Classification
SpectralMamba: Efficient Mamba for Hyperspectral Image Classification
Jing Yao
Danfeng Hong
Chenyu Li
J. Chanussot
Mamba
70
43
0
12 Apr 2024
Distributed Learning over Networks with Graph-Attention-Based
  Personalization
Distributed Learning over Networks with Graph-Attention-Based Personalization
Zhuojun Tian
Zhaoyang Zhang
Zhaohui Yang
Richeng Jin
H. Dai
GNN
FedML
33
6
0
22 May 2023
Changes from Classical Statistics to Modern Statistics and Data Science
Changes from Classical Statistics to Modern Statistics and Data Science
Kai Zhang
Shan-Yu Liu
M. Xiong
54
0
0
30 Oct 2022
Shared Manifold Learning Using a Triplet Network for Multiple Sensor
  Translation and Fusion with Missing Data
Shared Manifold Learning Using a Triplet Network for Multiple Sensor Translation and Fusion with Missing Data
Aditya Dutt
Alina Zare
P. Gader
26
8
0
25 Oct 2022
Semantic Interleaving Global Channel Attention for Multilabel Remote
  Sensing Image Classification
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image Classification
Yongkun Liu
Kesong Ni
Yu-he Zhang
Lijian Zhou
Kun Zhao
27
11
0
04 Aug 2022
Self-supervised Learning in Remote Sensing: A Review
Self-supervised Learning in Remote Sensing: A Review
Yi Wang
C. Albrecht
Nassim Ait Ali Braham
Lichao Mou
Xiao Xiang Zhu
55
223
0
27 Jun 2022
Attention Mechanism Meets with Hybrid Dense Network for Hyperspectral
  Image Classification
Attention Mechanism Meets with Hybrid Dense Network for Hyperspectral Image Classification
Muhammad Ahmad
A. Khan
Manuel Mazzara
Salvatore Distefano
Swalpa Kumar Roy
Xin Wu
42
18
0
04 Jan 2022
A graph representation based on fluid diffusion model for data analysis:
  theoretical aspects and enhanced community detection
A graph representation based on fluid diffusion model for data analysis: theoretical aspects and enhanced community detection
Andrea Marinoni
Christian Jutten
Mark Girolami
211
2
0
07 Dec 2021
Deep Learning for UAV-based Object Detection and Tracking: A Survey
Deep Learning for UAV-based Object Detection and Tracking: A Survey
Chao Xu
Wei Li
Danfeng Hong
R. Tao
Yong Liu
36
184
0
25 Oct 2021
Rotation Equivariant Feature Image Pyramid Network for Object Detection
  in Optical Remote Sensing Imagery
Rotation Equivariant Feature Image Pyramid Network for Object Detection in Optical Remote Sensing Imagery
Pourya Shamsolmoali
Masoumeh Zareapoor
Jocelyn Chanussot
Huiyu Zhou
Jie Yang
ObjD
38
36
0
02 Jun 2021
Weakly Supervised Instance Attention for Multisource Fine-Grained Object
  Recognition with an Application to Tree Species Classification
Weakly Supervised Instance Attention for Multisource Fine-Grained Object Recognition with an Application to Tree Species Classification
Bulut Aygünes
R. G. Cinbis
S. Aksoy
53
12
0
23 May 2021
Multimodal Remote Sensing Benchmark Datasets for Land Cover
  Classification with A Shared and Specific Feature Learning Model
Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model
Danfeng Hong
Jingliang Hu
Jing Yao
Jocelyn Chanussot
Xiaoxiang Zhu
27
211
0
21 May 2021
Cross-Modal and Multimodal Data Analysis Based on Functional Mapping of
  Spectral Descriptors and Manifold Regularization
Cross-Modal and Multimodal Data Analysis Based on Functional Mapping of Spectral Descriptors and Manifold Regularization
M. Behmanesh
Peyman Adibi
Jocelyn Chanussot
Sayyed Mohammad Saeed Ehsani
37
2
0
12 May 2021
Triplet-Watershed for Hyperspectral Image Classification
Triplet-Watershed for Hyperspectral Image Classification
Aditya Challa
Sravan Danda
B. Sagar
Laurent Najman
29
5
0
17 Mar 2021
Interpretable Hyperspectral AI: When Non-Convex Modeling meets
  Hyperspectral Remote Sensing
Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing
Danfeng Hong
Wei He
Naoto Yokoya
Jing Yao
Lianru Gao
Liangpei Zhang
Jocelyn Chanussot
Xiaoxiang Zhu
46
0
0
02 Mar 2021
Hyperspectral Image Classification-Traditional to Deep Models: A Survey
  for Future Prospects
Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects
Muhammad Ahmad
Sidrah Shabbir
Swalpa Kumar Roy
Danfeng Hong
Xin Wu
Jing Yao
A. Khan
Manuel Mazzara
Salvatore Distefano
Jocelyn Chanussot
69
248
0
15 Jan 2021
Divergence Regulated Encoder Network for Joint Dimensionality Reduction
  and Classification
Divergence Regulated Encoder Network for Joint Dimensionality Reduction and Classification
Joshua Peeples
Sarah Walker
Connor H. McCurley
A. Zare
James M. Keller
Weihuang Xu
23
2
0
31 Dec 2020
Depth-Enhanced Feature Pyramid Network for Occlusion-Aware Verification
  of Buildings from Oblique Images
Depth-Enhanced Feature Pyramid Network for Occlusion-Aware Verification of Buildings from Oblique Images
Qing Zhu
Shengzhi Huang
Han Hu
Haifeng Li
Min Chen
Ruofei Zhong
20
12
0
26 Nov 2020
Semi-Supervised Semantic Segmentation in Earth Observation: The
  MiniFrance Suite, Dataset Analysis and Multi-task Network Study
Semi-Supervised Semantic Segmentation in Earth Observation: The MiniFrance Suite, Dataset Analysis and Multi-task Network Study
J. Castillo-Navarro
Bertrand Le Saux
Alexandre Boulch
Nicolas Audebert
Sébastien Lefèvre
27
70
0
15 Oct 2020
Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral
  Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction
Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction
Danfeng Hong
Naoto Yokoya
Jocelyn Chanussot
Jian Xu
Xiaoxiang Zhu
21
80
0
21 Sep 2020
PolSAR Image Classification Based on Robust Low-Rank Feature Extraction
  and Markov Random Field
PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field
Haixia Bi
Jing Yao
Z. Wei
Danfeng Hong
Jocelyn Chanussot
28
14
0
13 Sep 2020
RoIFusion: 3D Object Detection from LiDAR and Vision
RoIFusion: 3D Object Detection from LiDAR and Vision
Can Chen
L. Z. Fragonara
Antonios Tsourdos
3DPC
28
49
0
09 Sep 2020
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing
  Imagery Classification
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification
Danfeng Hong
Lianru Gao
Naoto Yokoya
Jing Yao
Jocelyn Chanussot
Q. Du
Bing Zhang
46
957
0
12 Aug 2020
Graph Convolutional Networks for Hyperspectral Image Classification
Graph Convolutional Networks for Hyperspectral Image Classification
Danfeng Hong
Lianru Gao
Jing Yao
Bing Zhang
Antonio J. Plaza
Jocelyn Chanussot
21
1,096
0
06 Aug 2020
Coupled Convolutional Neural Network with Adaptive Response Function
  Learning for Unsupervised Hyperspectral Super-Resolution
Coupled Convolutional Neural Network with Adaptive Response Function Learning for Unsupervised Hyperspectral Super-Resolution
Ke-xin Zheng
Lianru Gao
Wenzhi Liao
Danfeng Hong
Bing Zhang
X. Cui
Jocelyn Chanussot
16
147
0
28 Jul 2020
Spectral Superresolution of Multispectral Imagery with Joint Sparse and
  Low-Rank Learning
Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning
Lianru Gao
Danfeng Hong
Jing Yao
Bing Zhang
Paolo Gamba
Jocelyn Chanussot
66
126
0
28 Jul 2020
Spatial-Spectral Manifold Embedding of Hyperspectral Data
Spatial-Spectral Manifold Embedding of Hyperspectral Data
Danfeng Hong
Jing Yao
Xin Wu
Jocelyn Chanussot
Xiaoxiang Zhu
23
0
0
17 Jul 2020
Vehicle Detection of Multi-source Remote Sensing Data Using Active
  Fine-tuning Network
Vehicle Detection of Multi-source Remote Sensing Data Using Active Fine-tuning Network
Xin Wu
Wei Li
Danfeng Hong
Jiaojiao Tian
R. Tao
Q. Du
19
53
0
16 Jul 2020
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral
  Super-Resolution
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution
Jing Yao
Danfeng Hong
Jocelyn Chanussot
Deyu Meng
Xiaoxiang Zhu
Zongben Xu
19
123
0
10 Jul 2020
X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for
  Classification of Remote Sensing Data
X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data
Danfeng Hong
Naoto Yokoya
Gui-Song Xia
J. Chanussot
X. Zhu
30
52
0
24 Jun 2020
Multi-level Feature Fusion-based CNN for Local Climate Zone
  Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42
  Dataset
Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset
C. Qiu
Xiaochong Tong
M. Schmitt
B. Bechtel
Xiaoxiang Zhu
55
54
0
16 May 2020
Learning Convolutional Sparse Coding on Complex Domain for
  Interferometric Phase Restoration
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration
Jian Kang
Danfeng Hong
Jialin Liu
Gerald Baier
Naoto Yokoya
Begüm Demir
49
51
0
06 Mar 2020
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow
  to Deep (Overview and Toolbox)
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox)
Behnood Rasti
Danfeng Hong
Renlong Hang
Pedram Ghamisi
Xudong Kang
Jocelyn Chanussot
J. Benediktsson
83
404
0
05 Mar 2020
A framework for large-scale mapping of human settlement extent from
  Sentinel-2 images via fully convolutional neural networks
A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks
C. Qiu
M. Schmitt
Christian Gei
T. Chen
Xiaoxiang Zhu
41
59
0
31 Jan 2020
Invariant Attribute Profiles: A Spatial-Frequency Joint Feature
  Extractor for Hyperspectral Image Classification
Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification
Danfeng Hong
Xin Wu
Pedram Ghamisi
Jocelyn Chanussot
Naoto Yokoya
Xiaoxiang Zhu
35
232
0
18 Dec 2019
Learning Shared Cross-modality Representation Using Multispectral-LiDAR
  and Hyperspectral Data
Learning Shared Cross-modality Representation Using Multispectral-LiDAR and Hyperspectral Data
Danfeng Hong
Jocelyn Chanussot
Naoto Yokoya
Jian Kang
Xiaoxiang Zhu
24
53
0
18 Dec 2019
MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of
  Optical Image and Polarimetric SAR Data
MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data
Jingliang Hu
Danfeng Hong
Xiaoxiang Zhu
11
62
0
13 Jun 2019
ORSIm Detector: A Novel Object Detection Framework in Optical Remote
  Sensing Imagery Using Spatial-Frequency Channel Features
ORSIm Detector: A Novel Object Detection Framework in Optical Remote Sensing Imagery Using Spatial-Frequency Channel Features
Xin Wu
Danfeng Hong
Jiaojiao Tian
Jocelyn Chanussot
Wei Li
R. Tao
ObjD
15
187
0
23 Jan 2019
CoSpace: Common Subspace Learning from Hyperspectral-Multispectral
  Correspondences
CoSpace: Common Subspace Learning from Hyperspectral-Multispectral Correspondences
Danfeng Hong
Naoto Yokoya
Jocelyn Chanussot
Xiaoxiang Zhu
30
195
0
30 Dec 2018
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