Artificial Intelligence & Machine Learning (AIML Lab) @ HSG

GDA

Code repository for "Parameter Efficient Self-supervised Geospatial Domain Adaptation", CVPR 2024

IGARSS2023_EfficientDeepLearningEO

Course materials for the IGARSS 2023 Tutorial "Efficient Deep Learning for Earth Observation"

IndustrialSmokePlumeDetection

Code Repository for: "Characterization of Industrial Smoke Plumes from Remote Sensing Data", presented at Tackling Climate Change with Machine Learning workshop at NeurIPS 2020.

MaskedSST

Code repository for Scheibenreif, L., Mommert, M., & Borth, D. (2023). Masked Vision Transformers for Hyperspectral Image Classification, In CVPRW EarthVision 2023

NeurIPS_2021-Weight_Space_Learning

Code Repository for the NeurIPS 2021 paper: "Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction".

NeurIPS_2022-Generative_Hyper_Representations

Code Repository for the NeurIPS 2022 paper: "Hyper-Representations as Generative Models: Sampling Unseen Neural Network Weights".

RemoteSensingCO2Estimation

Code Repository for: "Multitask Learning for Estimating Power Plant Greenhouse Gas Emissions from Satellite Imagery" from NeurIPS 2021 Workshop on "Tackling Climate Change with Machine Learning"

RemoteSensingNO2Estimation

Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space, presented at Tackling Climate Change with Machine Learning workshop at ICML 2021.

SANE

Code Repository for the ICML 2024 paper: "Towards Scalable and Versatile Weight Space Learning".

SSLTransformerRS

Code repository for "Self-supervised Vision Transformers for Land-cover Segmentation and Classification", CVPR EarthVision Workshop 2022 - Best Student Paper Award

HSG-AIML/SSLTransformerRS

Code repository for "Self-supervised Vision Transformers for Land-cover Segmentation and Classification", CVPR EarthVision Workshop 2022 - Best Student Paper Award

HSG-AIML/IndustrialSmokePlumeDetection

Code Repository for: "Characterization of Industrial Smoke Plumes from Remote Sensing Data", presented at Tackling Climate Change with Machine Learning workshop at NeurIPS 2020.

HSG-AIML/MaskedSST

Code repository for Scheibenreif, L., Mommert, M., & Borth, D. (2023). Masked Vision Transformers for Hyperspectral Image Classification, In CVPRW EarthVision 2023

HSG-AIML/RemoteSensingCO2Estimation

Code Repository for: "Multitask Learning for Estimating Power Plant Greenhouse Gas Emissions from Satellite Imagery" from NeurIPS 2021 Workshop on "Tackling Climate Change with Machine Learning"

HSG-AIML/GDA

Code repository for "Parameter Efficient Self-supervised Geospatial Domain Adaptation", CVPR 2024

HSG-AIML/IGARSS2023_EfficientDeepLearningEO

Course materials for the IGARSS 2023 Tutorial "Efficient Deep Learning for Earth Observation"

HSG-AIML/RemoteSensingNO2Estimation

Estimation of Air Pollution with Remote Sensing Data: Revealing Greenhouse Gas Emissions from Space, presented at Tackling Climate Change with Machine Learning workshop at ICML 2021.

HSG-AIML/Global-NO2-Estimation

Code repository for "Toward Global Estimation of Ground-Level NO2 Pollution With Deep Learning and Remote Sensing", IEEE TGSRS, 2022

HSG-AIML/ben-ge

Official repository of the ben-ge Earth Observation dataset

HSG-AIML/NeurIPS_2021-Weight_Space_Learning

Code Repository for the NeurIPS 2021 paper: "Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction".

HSG-AIML/NeurIPS_2022-Generative_Hyper_Representations

Code Repository for the NeurIPS 2022 paper: "Hyper-Representations as Generative Models: Sampling Unseen Neural Network Weights".

HSG-AIML/SANE

Code Repository for the ICML 2024 paper: "Towards Scalable and Versatile Weight Space Learning".

HSG-AIML/sparse-vit-wsss

Code repository for Hanna, J., Mommert, M., & Borth, D. (2023). Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation, In CVPRW EarthVision 2023

HSG-AIML/HSG-AIML.github.io

HSG-AIML research website

HSG-AIML/NO2-dataset