Gencer Sumbul

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 44

Top Topics

Image Classification

Image Retrieval

Top Venues

IEEE Trans. Geosci. Remote. Sens.

Publications

Jakob Hackstein, Gencer Sumbul, Kai Norman Clasen, Begüm Demir
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote Sensing. CoRR (2024)
Kai Norman Clasen, Leonard W. Hackel, Tom Burgert, Gencer Sumbul, Begüm Demir, Volker Markl
reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis. CoRR (2024)
Genc Hoxha, Gencer Sumbul, Julia Henkel, Lars Möllenbrok, Begüm Demir
Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval. CoRR (2024)
Lars Möllenbrok, Gencer Sumbul, Begüm Demir
Deep Active Learning for Multi-Label Classification of Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. 20 (2023)
Gencer Sumbul, Begüm Demir
Label Noise Robust Image Representation Learning based on Supervised Variational Autoencoders in Remote Sensing. CoRR (2023)
Gencer Sumbul, Begüm Demir
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning. IEEE Trans. Image Process. 32 (2023)
Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir
Annotation Cost Efficient Active Learning for Content Based Image Retrieval. IGARSS (2023)
Baris Büyüktas, Gencer Sumbul, Begüm Demir
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. IGARSS (2023)
Baris Büyüktas, Gencer Sumbul, Begüm Demir
Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning. CoRR (2023)
Gencer Sumbul, Begüm Demir
Label Noise Robust Image Representation Learning Based on Supervised Variational Autoencoders in Remote Sensing. IGARSS (2023)
Baris Büyüktas, Gencer Sumbul, Begüm Demir
Federated Learning Across Decentralized and Unshared Archives for Remote Sensing Image Classification. CoRR (2023)
Julia Henkel, Genc Hoxha, Gencer Sumbul, Lars Möllenbrok, Begüm Demir
Annotation Cost Efficient Active Learning for Content Based Image Retrieval. CoRR (2023)
Gencer Sumbul, Markus Müller, Begüm Demir
A Novel Self-Supervised Cross-Modal Image Retrieval Method In Remote Sensing. CoRR (2022)
Gencer Sumbul, Mahdyar Ravanbakhsh, Begüm Demir
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Adina Zell, Gencer Sumbul, Begüm Demir
Deep Metric Learning-Based Semi-Supervised Regression With Alternate Learning. CoRR (2022)
Gencer Sumbul, Begüm Demir
Generative Reasoning Integrated Label Noise Robust Deep Image Representation Learning in Remote Sensing. CoRR (2022)
Gencer Sumbul, Jun Xiang, Begüm Demir
Towards Simultaneous Image Compression and Indexing for Scalable Content-Based Retrieval in Remote Sensing. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Gencer Sumbul, Begüm Demir
Plasticity-Stability Preserving Multi-Task Learning for Remote Sensing Image Retrieval. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Adina Zell, Gencer Sumbul, Begüm Demir
Deep Metric Learning-Based Semi-Supervised Regression with Alternate Learning. ICIP (2022)
Jun Xiang, Gencer Sumbul, Nimisha Thekke Madam, Begüm Demir
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. CoRR (2022)
Gencer Sumbul, Markus Müller, Begüm Demir
A Novel Self-Supervised Cross-Modal Image Retrieval Method in Remote Sensing. ICIP (2022)
Gencer Sumbul, Jun Xiang, Nimisha Thekke Madam, Begüm Demir
A Novel Framework to Jointly Compress and Index Remote Sensing Images for Efficient Content-Based Retrieval. IGARSS (2022)
Gencer Sumbul, Arne de Wall, Tristan Kreuziger, Filipe Marcelino, Hugo Costa, Pedro Benevides, Mario Caetano, Begüm Demir, Volker Markl
BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrieval. CoRR (2021)
Gencer Sumbul, Begüm Demir
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. IGARSS (2021)
Gencer Sumbul, Sonali Nayak, Begüm Demir
SD-RSIC: Summarization-Driven Deep Remote Sensing Image Captioning. IEEE Trans. Geosci. Remote. Sens. 59 (8) (2021)
Akshara Preethy Byju, Gencer Sumbul, Begüm Demir, Lorenzo Bruzzone
Remote-Sensing Image Scene Classification With Deep Neural Networks in JPEG 2000 Compressed Domain. IEEE Trans. Geosci. Remote. Sens. 59 (4) (2021)
Gencer Sumbul, Begüm Demir
A Novel Graph-Theoretic Deep Representation Learning Method for Multi-Label Remote Sensing Image Retrieval. CoRR (2021)
Hichame Yessou, Gencer Sumbul, Begüm Demir
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. IGARSS (2020)
Hichame Yessou, Gencer Sumbul, Begüm Demir
A Comparative Study of Deep Learning Loss Functions for Multi-Label Remote Sensing Image Classification. CoRR (2020)
Gencer Sumbul, Begüm Demir
A Deep Multi-Attention Driven Approach for Multi-Label Remote Sensing Image Classification. IEEE Access 8 (2020)
Akshara Preethy Byju, Gencer Sumbul, Begüm Demir, Lorenzo Bruzzone
Remote Sensing Image Scene Classification with Deep Neural Networks in JPEG 2000 Compressed Domain. CoRR (2020)
Gencer Sumbul, Sonali Nayak, Begüm Demir
SD-RSIC: Summarization Driven Deep Remote Sensing Image Captioning. CoRR (2020)
Gencer Sumbul, Jian Kang, Tristan Kreuziger, Filipe Marcelino, Hugo Costa, Pedro Benevides, Mario Caetano, Begüm Demir
BigEarthNet Deep Learning Models with A New Class-Nomenclature for Remote Sensing Image Understanding. CoRR (2020)
Gencer Sumbul, Jian Kang, Begüm Demir
Deep Learning for Image Search and Retrieval in Large Remote Sensing Archives. CoRR (2020)
Gencer Sumbul, Begüm Demir
A CNN-RNN Framework with a Novel Patch-Based Multi-Attention Mechanism for Multi-Label Image Classification in Remote Sensing. CoRR (2019)
Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy
Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 57 (7) (2019)
Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy
Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery. CoRR (2019)
Kexin Zhang, Gencer Sumbul, Begüm Demir
An Approach to Super-Resolution of Sentinel-2 Images Based on Generative Adversarial Networks. CoRR (2019)
Gencer Sumbul, Begüm Demir
A Novel Multi-Attention Driven System for Multi-Label Remote Sensing Image Classification. IGARSS (2019)
Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl
Bigearthnet: A Large-Scale Benchmark Archive for Remote Sensing Image Understanding. IGARSS (2019)
Gencer Sumbul, Marcela Charfuelan, Begüm Demir, Volker Markl
BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understanding. CoRR (2019)
Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy
Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 56 (2) (2018)
Gencer Sumbul, Selim Aksoy, Ramazan Gokberk Cinbis
Fine-grained object recognition and zero-shot learning in multispectral imagery. SIU (2018)
Gencer Sumbul, Ramazan Gokberk Cinbis, Selim Aksoy
Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery. CoRR (2017)