Evaluation of Self-Supervised Learning Techniques for Non-Parametric Few-Shot Hyperspectral-Lidar Classification

Authors: Gonzalez-Santiago, Jonathan, Gross, Wolfgang, Middelmann, Wolfgang

Source: 2024 14th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS) Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2024 14th Workshop on. :1-6 Dec, 2024

Relation: 2024 14th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)

3rd Workshop on Maritime Computer Vision (MaCVi) 2025: Challenge Results

Authors: Kiefer, Benjamin, Žust, Lojze, Muhovič, Jon, Kristan, Matej, Perš, Janez, Teršek, Matija, Desai, Uma Mudenagudi Chaitra, Wiliem, Arnold, Kreis, Marten, Akalwadi, Nikhil, Quan, Yitong, Zhong, Zhiqiang, Zhang, Zhe, Liu, Sujie, Chen, Xuran, Yang, Yang, Fabijanić, Matej, Ferreira, Fausto, Lee, Seongju, Lee, Junseok, Lee, Kyoobin, Yao, Shanliang, Guan, Runwei, Huang, Xiaoyu, Ni, Yi, Kumar, Himanshu, Feng, Yuan, Cheng, Yi-Ching, Lin, Tzu-Yu, Lee, Chia-Ming, Hsu, Chih-Chung, Sheikh, Jannik, Michel, Andreas, Gross, Wolfgang, Weinmann, Martin, Šarić, Josip, Lin, Yipeng, Yang, Xiang, Jiang, Nan, Lu, Yutang, Feng, Fei, Awad, Ali, Lucas, Evan, Saleem, Ashraf, Cheng, Ching-Heng, Lin, Yu-Fan

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2501.10343

2nd Workshop on Maritime Computer Vision (MaCVi) 2024: Challenge Results

Authors: Kiefer, Benjamin, Zust, Lojze, Kristan, Matej, Pers, Janez, Tersek, Matija, Wiliem, Arnold, Messmer, Martin, Yang, Cheng-Yen, Huang, Hsiang-Wei, Jiang, Zhongyu, Kuo, Heng-Cheng, Mei, Jie, Hwang, Jenq-Neng, Stadler, Daniel, Sommer, Lars, Huang, Kaer, Zheng, Aiguo, Chong, Weitu, Lertniphonphan, Kanokphan, Xie, Jun, Chen, Feng, Li, Jian, Wang, Zhepeng, Zedda, Luca, Loddo, Andrea, Di Ruberto, Cecilia, Vu, Tuan-Anh, Nguyen-Truong, Hai, Ha, Tan-Sang, Pham, Quan-Dung, Yeung, Sai-Kit, Feng, Yuan, Thien, Nguyen Thanh, Tian, Lixin, Kuan, Sheng-Yao, Ho, Yuan-Hao, Rodriguez, Angel Bueno, Carrillo-Perez, Borja, Klein, Alexander, Alex, Antje, Steiniger, Yannik, Sattler, Felix, Solano-Carrillo, Edgardo, Fabijanic, Matej, Sumunec, Magdalena, Kapetanovic, Nadir, Michel, Andreas, Gross, Wolfgang, Weinmann, Martin

Source: 2024 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW) WACVW Applications of Computer Vision Workshops (WACVW), 2024 IEEE/CVF Winter Conference on. :869-891 Jan, 2024

Relation: 2024 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW)

Deep Self-Supervised Image Denoising for Joint Hyperspectral-Lidar Classification

Authors: Gonzalez-Santiago, Jonathan, Gross, Wolfgang, Schenkel, Fabian, Middelmann, Wolfgang

Source: 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS) Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2023 13th Workshop on. :1-5 Oct, 2023

Relation: 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)

Deep Self-Supervised Hyperspectral-Lidar Fusion for Land Cover Classification

Authors: Gonzalez-Santiago, Jonathan, Schenkel, Fabian, Gross, Wolfgang, Middelmann, Wolfgang

Source: IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium, IGARSS 2023 - 2023 IEEE International. :5910-5913 Jul, 2023

Relation: IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium

Deep Self-Supervised Pixel-Level Learning For Hyperspectral Classification

Authors: Gonzalez-Santiago, Jonathan, Schenkel, Fabian, Gross, Wolfgang, Middelmann, Wolfgang

Source: 2022 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS) Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2022 12th Workshop on. :1-5 Sep, 2022

Relation: 2022 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)

Transferability of Convolutional Autoencoder Model For Lossy Compression to Unknown Hyperspectral Prisma Data

Authors: Kuester, Jannick, Gross, Wolfgang, Schreiner, Simon, Heizmann, Michael, Middelmann, Wolfgang

Source: 2022 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS) Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2022 12th Workshop on. :1-5 Sep, 2022

Relation: 2022 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)

Class-aware Object Counting

Authors: Michel, Andreas, Gross, Wolfgang, Schenkel, Fabian, Middelmann, Wolfgang

Source: 2022 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW) WACVW Applications of Computer Vision Workshops (WACVW), 2022 IEEE/CVF Winter Conference on. :469-478 Jan, 2022

Relation: 2022 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW)

Feature Concatenation of Hyperspectral and DEM Data for Land Cover Classification

Authors: Gross, Wolfgang, Bulatov, Dimitri, Schreiner, Simon, Middelmann, Wolfgang

Source: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium, IGARSS 2020 - 2020 IEEE International. :1303-1306 Sep, 2020

Relation: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium

Hyperspectral Band Selection within a Deep Reinforcement Learning Framework

Authors: Michel, Andreas, Gross, Wolfgang, Schenkel, Fabian, Middelmann, Wolfgang

Source: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium, IGARSS 2020 - 2020 IEEE International. :52-55 Sep, 2020

Relation: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium

Application of Nonlinear Feature Normalization on Combined Hyperspectral and Lidar Data

Authors: Gross, Wolfgang, Bulatov, Dimitri, Solbrig, Peter

Source: IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium, IGARSS 2019 - 2019 IEEE International. :1100-1103 Jul, 2019

Relation: IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium

Improving Linear Classification Using Semi-Supervised Invertible Manifold Alignment

Authors: Gross, Wolfgang, Espinosa, Nayeli, Becker, Merlin, Schreiner, Simon, Middelmann, Wolfgang

Source: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium, IGARSS 2018 - 2018 IEEE International. :3551-3554 Jul, 2018

Relation: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium

Towards Fast 3D Reconstruction of Urban Areas from Aerial Nadir Images for a Near Real-Time Remote Sensing System

Authors: Espinosa, Nayeli, Lenz, Andreas, Gross, Wolfgang, Middelmann, Wolfgang

Source: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium, IGARSS 2018 - 2018 IEEE International. :6472-6475 Jul, 2018

Relation: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium

Color-guided enhancement of airborne laser scanning data

Authors: Keskin, Goksu, Gross, Wolfgang, Middelmann, Wolfgang

Source: 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) Geoscience and Remote Sensing Symposium (IGARSS), 2017 IEEE International. :2617-2620 Jul, 2017

Relation: IGARSS 2017 - 2017 IEEE International Geoscience and Remote Sensing Symposium

Evaluation and performance analysis of hydrocarbon detection methods using hyperspectral data

Authors: Lenz, Andreas, Schilling, Hendrik, Gross, Wolfgang, Middelmann, Wolfgang

Source: 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International. :2680-2683 Jul, 2015

Relation: IGARSS 2015 - 2015 IEEE International Geoscience and Remote Sensing Symposium

Transformation of hyperspectral data to improve classification by mitigating nonlinear effects

Authors: Gross, Wolfgang, Wuttke, Sebastian, Middelmann, Wolfgang

Source: 2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS) Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2015 7th Workshop on. :1-4 Jun, 2015

Relation: 2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)

Automatic modeling of nonlinear signal source variations in hyperspectral data

Authors: Gross, Wolfgang, Keskin, Goksu, Schilling, Hendrik, Lenz, Andreas, Middelmann, Wolfgang

Source: 2014 IEEE Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International. :2965-2968 Jul, 2014

Relation: IGARSS 2014 - 2014 IEEE International Geoscience and Remote Sensing Symposium

Automatic in-flight boresight calibration considering topography for hyperspectral pushbroom sensors

Authors: Lenz, Andreas, Schilling, Hendrik, Perpeet, Dominik, Wuttke, Sebastian, Gross, Wolfgang, Middelmann, Wolfgang

Source: 2014 IEEE Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International. :2981-2984 Jul, 2014

Relation: IGARSS 2014 - 2014 IEEE International Geoscience and Remote Sensing Symposium

Tumor and stroma COL8A1 secretion induces autocrine and paracrine progression signaling in pancreatic ductal adenocarcinoma

Authors: Yan, Bin, Liu, Li, Zhao, Lian, Hinz, Ulf, Luo, Yiqiao, An, Xuefeng, Gladkich, Jury, de la Torre, Carolina, Huang, Zhenhua, Schrapel, Daniel, Gross, Wolfgang, Fortunato, Franco, Schaefer, Michael, Gaida, Matthias M, Herr, Ingrid

Source: In Matrix Biology December 2022 114:84-107

An approach to fully unsupervised hyperspectral unmixing

Authors: Gross, Wolfgang, Schilling, Hendrik, Middelmann, Wolfgang

Source: 2012 IEEE International Geoscience and Remote Sensing Symposium Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International. :4714-4717 Jul, 2012

Relation: IGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium