Begum Demir

Best Publications

• Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding

  Gencer Sumbul;Marcela Charfuelan;Begum Demir;Volker Markl

  485
  Citations

• Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images

  B Demir;C Persello;L Bruzzone

  369
  Citations

• Hyperspectral Image Classification Using Relevance Vector Machines

  B. Demir;S. Erturk

  264
  Citations

• Updating Land-Cover Maps by Classification of Image Time Series: A Novel Change-Detection-Driven Transfer Learning Approach

  B. Demir;F. Bovolo;L. Bruzzone

  222
  Citations

• Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method

  Bindita Chaudhuri;Begum Demir;Subhasis Chaudhuri;Lorenzo Bruzzone

  220
  Citations

• A Novel Active Learning Method in Relevance Feedback for Content-Based Remote Sensing Image Retrieval

  Begüm Demir;Lorenzo Bruzzone

  164
  Citations

• Empirical Mode Decomposition of Hyperspectral Images for Support Vector Machine Classification

  Begüm Demir;Sarp Ertürk

  147
  Citations

• Hashing-Based Scalable Remote Sensing Image Search and Retrieval in Large Archives

  Begum Demir;Lorenzo Bruzzone

  141
  Citations

• Detection of Land-Cover Transitions in Multitemporal Remote Sensing Images With Active-Learning-Based Compound Classification

  B. Demir;F. Bovolo;L. Bruzzone

  117
  Citations

• SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning

  Gencer Sumbul;Sonali Nayak;Begüm Demir

  89
  Citations

• A multiple criteria active learning method for support vector regression

  Begüm Demir;Lorenzo Bruzzone

  85
  Citations

• Toward Remote Sensing Image Retrieval Under a Deep Image Captioning Perspective

  Genc Hoxha;Farid Melgani;Begum Demir

  83
  Citations

• Region-Based Retrieval of Remote Sensing Images Using an Unsupervised Graph-Theoretic Approach

  Bindita Chaudhuri;Begum Demir;Lorenzo Bruzzone;Subhasis Chaudhuri

  76
  Citations

• A Low-Complexity Approach for the Color Display of Hyperspectral Remote-Sensing Images Using One-Bit-Transform-Based Band Selection

  B. Demir;A. Celebi;S. Erturk

  75
  Citations

• Metric-Learning-Based Deep Hashing Network for Content-Based Retrieval of Remote Sensing Images

  Subhankar Roy;Enver Sangineto;Begum Demir;Nicu Sebe

  70
  Citations

• Histogram-Based Attribute Profiles for Classification of Very High Resolution Remote Sensing Images

  Begum Demir;Lorenzo Bruzzone

  66
  Citations

• Clustering-Based Extraction of Border Training Patterns for Accurate SVM Classification of Hyperspectral Images

  B. Demir;S. Erturk

  65
  Citations

• Unsupervised Contrastive Hashing for Cross-Modal Retrieval in Remote Sensing

  Unknown

  65
  Citations

• Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration

  Jian Kang;Danfeng Hong;Jialin Liu;Gerald Baier

  60
  Citations

• A Novel System for Content-Based Retrieval of Single and Multi-Label High-Dimensional Remote Sensing Images

  Osman Emre Dai;Begum Demir;Bulent Sankur;Lorenzo Bruzzone

  56
  Citations