| TH1.R7: Estimation and Regression in Hyperspectral Data II | 
| Session Type: Oral | 
| Time: Thursday, July 26, 08:30 - 10:10 | 
| Location: Room 4C | 
| Session Chair: Roberto Luciani, Università di Roma 'La Sapienza' | 
| 08:30 - 08:50 | 
| TH1.R7.1: INTRODUCING A FRAMEWORK OF SELF-ORGANIZING MAPS FOR REGRESSION OF SOIL MOISTURE WITH HYPERSPECTRAL DATA | 
| Felix M. Riese; Karlsruhe Institute of Technology | 
| Sina Keller; Karlsruhe Institute of Technology | 
| 08:50 - 09:10 | 
| TH1.R7.2: LINEAR SPECTRAL UNMIXING VIA MATRIX FACTORIZATION: IDENTIFIABILITY CRITERIA FOR SPARSE ABUNDANCES | 
| Chia-Hsiang Lin; University of Lisbon | 
| Jose Bioucas-Dias; University of Lisbon | 
| 09:10 - 09:30 | 
| TH1.R7.3: FAST SAMPLE GENERATION WITH VARIATIONAL BAYESIAN FOR LIMITED DATA HYPERSPECTRAL IMAGE CLASSIFICATION | 
| AmirAbbas Davari; Friedrich-Alexander University | 
| Hasan Can Özkan; Friedrich-Alexander University | 
| Andreas Maier; Friedrich-Alexander University | 
| Christian Riess; Friedrich-Alexander University | 
| 09:30 - 09:50 | 
| TH1.R7.4: PATCH-BASED RESIDUAL NETWORKS FOR COMPRESSIVELY SENSED HYPERSPECTRAL IMAGES RESTRUCTION | 
| Xiaowei Hu; Nanjing University of Science and Technology | 
| Yang Xu; Nanjing University of Science and Technology | 
| Zhihui Wei; Nanjing University of Science and Technology | 
| Hongyi Liu; Nanjing University of Science and Technology | 
| Ling Qian; Nanjing University of Science and Technology |