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AmirAbbas Davari
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Books and Theses
- 2022
- [b1]AmirAbbas Davari:
Hyperspectral Image Analysis using Limited Data. University of Erlangen-Nuremberg, Germany, 2022
Journal Articles
- 2023
- [j6]Mohammad Joshaghani
, AmirAbbas Davari
, Faezeh Nejati Hatamian, Andreas K. Maier
, Christian Riess
:
Bayesian Convolutional Neural Networks for Limited Data Hyperspectral Remote Sensing Image Classification. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - 2022
- [j5]Maniraman Periyasamy
, AmirAbbas Davari
, Thorsten Seehaus, Matthias Braun, Andreas Maier
, Vincent Christlein
:
How to Get the Most Out of U-Net for Glacier Calving Front Segmentation. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 1712-1723 (2022) - [j4]AmirAbbas Davari
, Christoph Baller
, Thorsten Seehaus
, Matthias H. Braun, Andreas K. Maier
, Vincent Christlein
:
Pixelwise Distance Regression for Glacier Calving Front Detection and Segmentation. IEEE Trans. Geosci. Remote. Sens. 60: 1-10 (2022) - [j3]AmirAbbas Davari
, Saahil Islam
, Thorsten Seehaus, Andreas Hartmann, Matthias H. Braun
, Andreas K. Maier
, Vincent Christlein
:
On Mathews Correlation Coefficient and Improved Distance Map Loss for Automatic Glacier Calving Front Segmentation in SAR Imagery. IEEE Trans. Geosci. Remote. Sens. 60: 1-12 (2022) - 2019
- [j2]AmirAbbas Davari
, Hasan Can Ozkan
, Andreas K. Maier
, Christian Riess
:
Fast and Efficient Limited Data Hyperspectral Remote Sensing Image Classification via GMM-Based Synthetic Samples. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12(7): 2107-2120 (2019) - 2018
- [j1]AmirAbbas Davari
, Erchan Aptoula
, Berrin A. Yanikoglu
, Andreas K. Maier
, Christian Riess
:
GMM-Based Synthetic Samples for Classification of Hyperspectral Images With Limited Training Data. IEEE Geosci. Remote. Sens. Lett. 15(6): 942-946 (2018)
Conference and Workshop Papers
- 2021
- [c8]Andreas Hartmann, AmirAbbas Davari, Thorsten Seehaus, Matthias H. Braun, Andreas K. Maier, Vincent Christlein:
Bayesian U-Net for Segmenting Glaciers in Sar Imagery. IGARSS 2021: 3479-3482 - [c7]Michael Holzmann, AmirAbbas Davari, Thorsten Seehaus, Matthias H. Braun, Andreas K. Maier, Vincent Christlein:
Glacier Calving Front Segmentation Using Attention U-Net. IGARSS 2021: 3483-3486 - [c6]Rosanna Dietrich-Sussner, AmirAbbas Davari, Thorsten Seehaus, Matthias H. Braun, Vincent Christlein, Andreas K. Maier, Christian Riess:
Synthetic Glacier SAR Image Generation from Arbitrary Masks Using Pix2Pix Algorithm. IGARSS 2021: 4548-4551 - 2018
- [c5]Sulaiman Vesal
, Nishant Ravikumar
, AmirAbbas Davari
, Stephan Ellmann
, Andreas K. Maier:
Classification of Breast Cancer Histology Images Using Transfer Learning. ICIAR 2018: 812-819 - [c4]AmirAbbas Davari
, Nikolaos Sakaltras, Armin Häberle
, Sulaiman Vesal, Vincent Christlein, Andreas K. Maier, Christian Riess:
Hyper-Hue and EMAP on Hyperspectral Images for Supervised Layer Decomposition of Old Master Drawings. ICIP 2018: 3683-3687 - [c3]AmirAbbas Davari
, Hasan Can Ozkan, Andreas K. Maier, Christian Riess:
Fast Sample Generation with Variational Bayesian for Limited Data Hyperspectral Image Classification. IGARSS 2018: 6159-6162 - 2017
- [c2]AmirAbbas Davari
, Vincent Christlein, Sulaiman Vesal, Andreas K. Maier, Christian Riess
:
GMM Supervectors for Limited Training Data in Hyperspectral Remote Sensing Image Classification. CAIP (2) 2017: 296-306 - 2015
- [c1]Amir Abbas Davari
, Erchan Aptoula
, Berrin A. Yanikoglu
:
On the effect of synthetic morphological feature vectors on hyperspectral image classification performance. SIU 2015: 653-656
Informal and Other Publications
- 2022
- [i13]Mohammad Joshaghani, AmirAbbas Davari, Faezeh Nejati Hatamian, Andreas K. Maier, Christian Riess:
Bayesian Convolutional Neural Networks for Limited Data Hyperspectral Remote Sensing Image Classification. CoRR abs/2205.09250 (2022) - 2021
- [i12]Michael Holzmann, AmirAbbas Davari, Thorsten Seehaus, Matthias H. Braun, Andreas Maier, Vincent Christlein:
Glacier Calving Front Segmentation Using Attention U-Net. CoRR abs/2101.03247 (2021) - [i11]Andreas Hartmann, AmirAbbas Davari, Thorsten Seehaus, Matthias Braun, Andreas Maier, Vincent Christlein:
Bayesian U-Net for Segmenting Glaciers in SAR Imagery. CoRR abs/2101.03249 (2021) - [i10]Rosanna Dietrich-Sussner, AmirAbbas Davari, Thorsten Seehaus, Matthias Braun, Vincent Christlein, Andreas Maier, Christian Riess:
Synthetic Glacier SAR Image Generation from Arbitrary Masks Using Pix2Pix Algorithm. CoRR abs/2101.03252 (2021) - [i9]AmirAbbas Davari, Saahil Islam, Thorsten Seehaus, Matthias H. Braun, Andreas Maier, Vincent Christlein:
On Mathews Correlation Coefficient and Improved Distance Map Loss for Automatic Glacier Calving Front Segmentation in SAR Imagery. CoRR abs/2102.08312 (2021) - [i8]AmirAbbas Davari, Christoph Baller, Thorsten Seehaus, Matthias H. Braun, Andreas Maier, Vincent Christlein:
Pixel-wise Distance Regression for Glacier Calving Front Detection and Segmentation. CoRR abs/2103.05715 (2021) - 2020
- [i7]Faezeh Nejati Hatamian, AmirAbbas Davari, Andreas Maier:
The Effect of Various Strengths of Noises and Data Augmentations on Classification of Short Single-Lead ECG Signals Using Deep Neural Networks. CoRR abs/2009.01192 (2020) - 2018
- [i6]AmirAbbas Davari, Nikolaos Sakaltras, Armin Häberle, Sulaiman Vesal, Vincent Christlein, Andreas K. Maier, Christian Riess:
Hyper-Hue and EMAP on Hyperspectral Images for Supervised Layer Decomposition of Old Master Drawings. CoRR abs/1801.09472 (2018) - [i5]Sulaiman Vesal, Nishant Ravikumar, AmirAbbas Davari, Stephan Ellmann, Andreas K. Maier:
Classification of breast cancer histology images using transfer learning. CoRR abs/1802.09424 (2018) - 2017
- [i4]AmirAbbas Davari, Armin Häberle, Vincent Christlein, Andreas K. Maier, Christian Riess:
Sketch Layer Separation in Multi-Spectral Historical Document Images. CoRR abs/1712.03596 (2017) - [i3]AmirAbbas Davari, Tobias Lindenberger, Armin Häberle, Vincent Christlein, Andreas K. Maier, Christian Riess:
Image Registration for the Alignment of Digitized Historical Documents. CoRR abs/1712.04482 (2017) - [i2]AmirAbbas Davari, Erchan Aptoula, Berrin A. Yanikoglu, Andreas K. Maier, Christian Riess:
GMM-Based Synthetic Samples for Classification of Hyperspectral Images With Limited Training Data. CoRR abs/1712.04778 (2017) - [i1]Sulaiman Vesal, Andres Diaz-Pinto, Nishant Ravikumar, Stephan Ellmann, AmirAbbas Davari, Andreas K. Maier:
Semi-Automatic Algorithm for Breast MRI Lesion Segmentation Using Marker-Controlled Watershed Transformation. CoRR abs/1712.05200 (2017)
Coauthor Index
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