Publications

Please find below a list of feature publications from our lab:

AUGMENTATION

• Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction November 9, 2021

FINETUNING

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022

GENERATIVE LEARNING

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022

HYPER REPRESENTATION

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022

INITIALIZATION

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022

MODEL GENERATION

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022

MODEL ZOOS

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022
• Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction November 9, 2021

MONITORING

• An Investigation of the Weight Space of Neural Networks for Monitoring of the Training Progress and Version Control March 17, 2021

NEURAL NETWORKS

• An Investigation of the Weight Space of Neural Networks for Monitoring of the Training Progress and Version Control March 17, 2021

PARAMETER SPACE

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022
• Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction November 9, 2021
• An Investigation of the Weight Space of Neural Networks for Monitoring of the Training Progress and Version Control March 17, 2021

POPULATION

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022

REPRESENTATION LEARNING

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022
• Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction November 9, 2021

SELF-SUPERVISED LEARNING

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022
• Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction November 9, 2021

TRANSFER LEARNING

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022

VERSIONING

• An Investigation of the Weight Space of Neural Networks for Monitoring of the Training Progress and Version Control March 17, 2021

WEIGHT SPACE

• NeurIPS 2022 - Model Zoo Datasets and Generative Hyper-Representations November 11, 2022
• Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction November 9, 2021
• An Investigation of the Weight Space of Neural Networks for Monitoring of the Training Progress and Version Control March 17, 2021

ADVERSARIAL LEARNING

• Leaking Sensitive Financial Accounting Data in Plain Sight using Deep Autoencoder Neural Networks January 26, 2021

AIR POLLUTION

• Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space July 23, 2021
• A Novel Dataset for the Prediction of Surface NO2 Concentrations from Remote Sensing Data April 7, 2021

AUDIT DATA ANALYTICS

• Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks October 24, 2021
• Leaking Sensitive Financial Accounting Data in Plain Sight using Deep Autoencoder Neural Networks January 26, 2021
• Künstliche Intelligenz in der Prüfungspraxis – Eine Bestandsaufnahme aktueller Einsatzmöglichkeiten und Herausforderungen September 10, 2020

CLASSIFICATION

• Masked Vision Transformers for Hyperspectral Image Classification June 5, 2023
• Self-supervised Vision Transformers for Land-cover Segmentation and Classification June 16, 2022
• Contrastive Self-Supervised Data Fusion for Satellite Imagery June 7, 2022
• Power Plant Classification from Remote Imaging with Deep Learning June 16, 2021
• Characterization of Industrial Smoke Plumes from Remote Sensing Data November 24, 2020

CLIMATE CHANGE

• Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space July 23, 2021
• Power Plant Classification from Remote Imaging with Deep Learning June 16, 2021
• A Novel Dataset for the Prediction of Surface NO2 Concentrations from Remote Sensing Data April 7, 2021
• Characterization of Industrial Smoke Plumes from Remote Sensing Data November 24, 2020

DATA FUSION

• Self-supervised Vision Transformers for Land-cover Segmentation and Classification June 16, 2022
• Contrastive Self-Supervised Data Fusion for Satellite Imagery June 7, 2022

DEEP LEARNING

• Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation June 13, 2023
• Masked Vision Transformers for Hyperspectral Image Classification June 5, 2023
• Fine-grained Emotional Control of Text-To-Speech Learning To Rank Inter- And Intra-Class Emotion Intensities February 15, 2023
• Self-supervised Vision Transformers for Land-cover Segmentation and Classification June 16, 2022
• Contrastive Self-Supervised Data Fusion for Satellite Imagery June 7, 2022
• Commercial Vehicle Traffic Detection from Satellite Imagery with Deep Learning November 17, 2021
• Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks October 24, 2021
• Power Plant Classification from Remote Imaging with Deep Learning June 16, 2021
• Leaking Sensitive Financial Accounting Data in Plain Sight using Deep Autoencoder Neural Networks January 26, 2021
• Characterization of Industrial Smoke Plumes from Remote Sensing Data November 24, 2020

EMOTIONAL TEXT-TO-SPEECH

• Fine-grained Emotional Control of Text-To-Speech Learning To Rank Inter- And Intra-Class Emotion Intensities February 15, 2023

FINANCIAL AUDIT

• Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks October 24, 2021
• Leaking Sensitive Financial Accounting Data in Plain Sight using Deep Autoencoder Neural Networks January 26, 2021
• Künstliche Intelligenz in der Prüfungspraxis – Eine Bestandsaufnahme aktueller Einsatzmöglichkeiten und Herausforderungen September 10, 2020

FINE-GRAINED EMOTION CONTROL

• Fine-grained Emotional Control of Text-To-Speech Learning To Rank Inter- And Intra-Class Emotion Intensities February 15, 2023

HYPERSPECTRAL

• Masked Vision Transformers for Hyperspectral Image Classification June 5, 2023

MOBILITY

• Commercial Vehicle Traffic Detection from Satellite Imagery with Deep Learning November 17, 2021

OBJECT DETECTION

• Commercial Vehicle Traffic Detection from Satellite Imagery with Deep Learning November 17, 2021

RANK MODEL

• Fine-grained Emotional Control of Text-To-Speech Learning To Rank Inter- And Intra-Class Emotion Intensities February 15, 2023

REGRESSION

• Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space July 23, 2021
• A Novel Dataset for the Prediction of Surface NO2 Concentrations from Remote Sensing Data April 7, 2021

REMOTE SENSING

• Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation June 13, 2023
• Masked Vision Transformers for Hyperspectral Image Classification June 5, 2023
• Self-supervised Vision Transformers for Land-cover Segmentation and Classification June 16, 2022
• Contrastive Self-Supervised Data Fusion for Satellite Imagery June 7, 2022
• Commercial Vehicle Traffic Detection from Satellite Imagery with Deep Learning November 17, 2021
• Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space July 23, 2021
• Visualization of Earth Observation Data with the Google Earth Engine June 18, 2021
• Power Plant Classification from Remote Imaging with Deep Learning June 16, 2021
• A Novel Dataset for the Prediction of Surface NO2 Concentrations from Remote Sensing Data April 7, 2021
• Characterization of Industrial Smoke Plumes from Remote Sensing Data November 24, 2020

SEGMENTATION

• Self-supervised Vision Transformers for Land-cover Segmentation and Classification June 16, 2022
• Characterization of Industrial Smoke Plumes from Remote Sensing Data November 24, 2020

SELF-SUPERVISED LEARNING

• Masked Vision Transformers for Hyperspectral Image Classification June 5, 2023
• Fine-grained Emotional Control of Text-To-Speech Learning To Rank Inter- And Intra-Class Emotion Intensities February 15, 2023
• Self-supervised Vision Transformers for Land-cover Segmentation and Classification June 16, 2022
• Contrastive Self-Supervised Data Fusion for Satellite Imagery June 7, 2022

SELF SUPERVISED LEARNING

• Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks October 24, 2021

SEMANTIC SEGMENTATION

• Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation June 13, 2023

SENTINEL-2

• Commercial Vehicle Traffic Detection from Satellite Imagery with Deep Learning November 17, 2021

SPARSITY

• Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation June 13, 2023

VISION TRANSFORMERS

• Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation June 13, 2023
• Masked Vision Transformers for Hyperspectral Image Classification June 5, 2023
• Self-supervised Vision Transformers for Land-cover Segmentation and Classification June 16, 2022

VISUALIZATION

• Visualization of Earth Observation Data with the Google Earth Engine June 18, 2021

WEAKLY-SUPERVISED LEARNING

• Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation June 13, 2023