UNSUPERVISED DOMAIN ADAPTATION USING A TEACHER-STUDENT NETWORK FOR CROSS-CITY CLASSIFICATION OF SENTINEL-2 IMAGES

UNSUPERVISED DOMAIN ADAPTATION USING A TEACHER-STUDENT NETWORK FOR CROSS-CITY CLASSIFICATION OF SENTINEL-2 IMAGES

A machine learning algorithm in remote sensing often fails in the inference of a data set which has a different geographic location than the training data. This is because data of different locations have different underlying distributions caused by complicated reasons, such as the climate and the c...

Full description

Bibliographic Details
Main Authors:	J. Hu, L. Mou, X. X. Zhu
Format:	Article
Language:	English
Published:	Copernicus Publications 2020-08-01
Series:	The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B2-2020/1569/2020/isprs-archives-XLIII-B2-2020-1569-2020.pdf

Similar Items

Generalized Zero-Shot Domain Adaptation for Unsupervised Cross-Domain PolSAR Image Classification
by: Rong Gui, et al.
Published: (2022-01-01)

Multibranch Unsupervised Domain Adaptation Network for Cross Multidomain Orchard Area Segmentation
by: Ming Liu, et al.
Published: (2022-10-01)

DEEP NO LEARNING APPROACH FOR UNSUPERVISED CHANGE DETECTION IN HYPERSPECTRAL IMAGES
by: S. Saha, et al.
Published: (2021-06-01)

Unsupervised Domain Adaptation for Classification of Histopathology Whole-Slide Images
by: Jian Ren, et al.
Published: (2019-05-01)

COLORIZING SENTINEL-1 SAR IMAGES USING A VARIATIONAL AUTOENCODER CONDITIONED ON SENTINEL-2 IMAGERY
by: M. Schmitt, et al.
Published: (2018-05-01)

Invariant information clustering for unsupervised image classification and segmentation
by: Ji, X, et al.
Published: (2020)

Unsupervised multi-target domain adaptation for deforestation detection in tropical rainforest
by: M. X. Ortega Adarme, et al.
Published: (2024-11-01)

Unsupervised Domain Adaptation with Contrastive Learning-Based Discriminative Feature Augmentation for RS Image Classification
by: Ren Xu, et al.
Published: (2024-05-01)

EFFECT OF THE TRAINING SET CONFIGURATION ON SENTINEL-2-BASED URBAN LOCAL CLIMATE ZONE CLASSIFICATION
by: C. P. Qiu, et al.
Published: (2018-05-01)

AGGREGATING CLOUD-FREE SENTINEL-2 IMAGES WITH GOOGLE EARTH ENGINE
by: M. Schmitt, et al.
Published: (2019-09-01)

GRAPH NEURAL NETWORK BASED OPEN-SET DOMAIN ADAPTATION
by: S. Zhao, et al.
Published: (2022-05-01)

Exploring the potential of multi-source unsupervised domain adaptation in crop mapping using Sentinel-2 images
by: Yumiao Wang, et al.
Published: (2022-12-01)

Cross Domain Mean Approximation for Unsupervised Domain Adaptation
by: Shaofei Zang, et al.
Published: (2020-01-01)

Unsupervised domain adaptation for the detection of cardiomegaly in cross-domain chest X-ray images
by: Patrick Thiam, et al.
Published: (2023-02-01)

ACDC: online unsupervised cross-domain adaptation
by: de Carvalho, Marcus, et al.
Published: (2023)

Domain consistency regularization for unsupervised multi-source domain adaptive classification
by: Luo, Zhipeng, et al.
Published: (2023)

A cross-domain fruit classification method based on lightweight attention networks and unsupervised domain adaptation
by: Jin Wang, et al.
Published: (2022-12-01)

Cross-Domain Urban Land Use Classification via Scenewise Unsupervised Multisource Domain Adaptation With Transformer
by: Mengmeng Li, et al.
Published: (2024-01-01)

EM-UDA: Emotion Detection Using Unsupervised Domain Adaptation for Classification of Facial Images
by: Priti R. Jain, et al.
Published: (2024-01-01)

Deep Adversarial-Reconstruction-Classification Networks for Unsupervised Domain Adaptation
by: LIN Jiawei, WANG Shitong
Published: (2022-05-01)

Landslide Detection Using the Unsupervised Domain-Adaptive Image Segmentation Method
by: Weisong Chen, et al.
Published: (2024-06-01)

CSTrans: cross-subdomain transformer for unsupervised domain adaptation
by: Junchi Liu, et al.
Published: (2025-01-01)

Pseudo-class distribution guided multi-view unsupervised domain adaptation for hyperspectral image classification
by: Jingpeng Gao, et al.
Published: (2025-02-01)

Unsupervised Domain Adaptation with Adversarial Self-Training for Crop Classification Using Remote Sensing Images
by: Geun-Ho Kwak, et al.
Published: (2022-09-01)

RDAOT: Robust Unsupervised Deep Sub-Domain Adaptation Through Optimal Transport for Image Classification
by: Obsa Gilo, et al.
Published: (2023-01-01)

A Novel Domain Transfer-Based Approach for Unsupervised Thermal Image Super-Resolution
by: Rivadeneira, Rafael E., et al.
Published: (2022)

A Novel Domain Transfer-Based Approach for Unsupervised Thermal Image Super-Resolution
by: Rafael E. Rivadeneira, et al.
Published: (2022-03-01)

Selecting pseudo supervision for unsupervised domain adaptive SAR target classification
by: Lingjun Zhao, et al.
Published: (2022-09-01)

Unsupervised Domain Adaptation via Stacked Convolutional Autoencoder
by: Yi Zhu, et al.
Published: (2022-12-01)

Multi-Step Unsupervised Domain Adaptation in Image and Feature Space for Synthetic Aperture Radar Image Terrain Classification
by: Zhongle Ren, et al.
Published: (2024-05-01)

Adversarial cross-modal unsupervised domain adaptation in semantic segmentation
by: Shi, Mengqi
Published: (2022)

Scale variance minimization for unsupervised domain adaptation in image segmentation
by: Guan, Dayan, et al.
Published: (2022)

Unsupervised Domain Adaptive Corner Detection in Vehicle Plate Images
by: Kyungkoo Jun
Published: (2022-08-01)

EXPLORING CROSS-CITY SEMANTIC SEGMENTATION OF ALS POINT CLOUDS
by: Y. Xie, et al.
Published: (2021-06-01)

Discriminative Extreme Learning Machine with Cross-Domain Mean Approximation for Unsupervised Domain Adaptation
by: Shaofei Zang, et al.
Published: (2022-01-01)

Unsupervised domain adaptation on object recognition
by: Wang, Boxiang
Published: (2022)

Unsupervised domain adaptation teacher–student network for retinal vessel segmentation via full-resolution refined model
by: Kejuan Yue, et al.
Published: (2025-01-01)

Cross-Device Profiled Side-Channel Attack with Unsupervised Domain Adaptation
by: Pei Cao, et al.
Published: (2021-08-01)

PPLM-Net: Partial Patch Local Masking Net for Remote Sensing Image Unsupervised Domain Adaptation Classification
by: Junsong Leng, et al.
Published: (2024-01-01)

Unsupervised Domain Adaptation for Image Classification and Object Detection Using Guided Transfer Learning Approach and JS Divergence
by: Parth Goel, et al.
Published: (2023-04-01)