Artificial Intelligence & Machine Learning (AIML Lab) @ HSG

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15 repositories

SANE
Public
Code Repository for the ICML 2024 paper: "Towards Scalable and Versatile Weight Space Learning".
machine-learning deep-learning model-zoo neural-networks representation-learning weight-space-learning
Python
•3•15•0•0•Updated Sep 9, 2024Sep 9, 2024
GDA
Public
Code repository for "Parameter Efficient Self-supervised Geospatial Domain Adaptation", CVPR 2024
machine-learning deep-learning remote-sensing earth-observation foundation-models
Python
•2•27•0•0•Updated Jul 29, 2024Jul 29, 2024
NeurIPS_2021-Weight_Space_Learning
Public
Code Repository for the NeurIPS 2021 paper: "Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction".
machine-learning deep-learning representation-learning self-supervised-learning
Python
•2•17•1•0•Updated Jul 10, 2024Jul 10, 2024
NeurIPS_2022-Generative_Hyper_Representations
Public
Code Repository for the NeurIPS 2022 paper: "Hyper-Representations as Generative Models: Sampling Unseen Neural Network Weights".
machine-learning deep-learning generative-model representation-learning weight-space-learning
Python
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MIT License
•1•14•0•0•Updated Jul 10, 2024Jul 10, 2024
MaskedSST
Public
Code repository for Scheibenreif, L., Mommert, M., & Borth, D. (2023). Masked Vision Transformers for Hyperspectral Image Classification, In CVPRW EarthVision 2023
machine-learning deep-learning remote-sensing hyperspectral-image-classification earth-observation
Python
•6•33•0•0•Updated Jul 10, 2024Jul 10, 2024
Global-NO2-Estimation
Public
Code repository for "Toward Global Estimation of Ground-Level NO2 Pollution With Deep Learning and Remote Sensing", IEEE TGSRS, 2022
machine-learning deep-learning remote-sensing satellite-imagery earth-observation no2 sentinel-2 sentinel-5p
Jupyter Notebook
•5•20•2•0•Updated Jul 10, 2024Jul 10, 2024
RemoteSensingCO2Estimation
Public
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"
machine-learning deep-learning remote-sensing earth-observation co2-emissions power-plant
Python
•8•29•1•0•Updated Jul 10, 2024Jul 10, 2024
HSG-AIML.github.io
Public
HSG-AIML research website
machine-learning deep-learning remote-sensing representation-learning earth-observation
HTML
•0•1•0•0•Updated Jun 26, 2024Jun 26, 2024
ben-ge
Public
Official repository of the ben-ge Earth Observation dataset
machine-learning deep-learning remote-sensing earth-observation
GNU General Public License v3.0
•0•17•1•0•Updated Dec 22, 2023Dec 22, 2023
IGARSS2023_EfficientDeepLearningEO
Public
Course materials for the IGARSS 2023 Tutorial "Efficient Deep Learning for Earth Observation"
machine-learning deep-learning remote-sensing multi-modal earth-observation multi-task-learning self-supervised-learning
Jupyter Notebook
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BSD 3-Clause "New" or "Revised" License
•6•26•0•0•Updated Jul 16, 2023Jul 16, 2023
sparse-vit-wsss
Public
Code repository for Hanna, J., Mommert, M., & Borth, D. (2023). Sparse Multimodal Vision Transformer for Weakly Supervised Semantic Segmentation, In CVPRW EarthVision 2023
machine-learning deep-learning remote-sensing semantic-segmentation earth-observation weakly-supervised-learning
Python
•2•6•0•0•Updated Jun 13, 2023Jun 13, 2023
SSLTransformerRS
Public
Code repository for "Self-supervised Vision Transformers for Land-cover Segmentation and Classification", CVPR EarthVision Workshop 2022 - Best Student Paper Award
deep-learning remote-sensing semantic-segmentation earth-observation self-supervised-learning
Python
•15•81•3•0•Updated Jan 23, 2023Jan 23, 2023
RemoteSensingNO2Estimation
Public
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.
machine-learning deep-learning remote-sensing earth-observation no2 sentinel-2 sentinel-5p
Python
•7•23•2•0•Updated Dec 3, 2021Dec 3, 2021
IndustrialSmokePlumeDetection
Public
Code Repository for: "Characterization of Industrial Smoke Plumes from Remote Sensing Data", presented at Tackling Climate Change with Machine Learning workshop at NeurIPS 2020.
machine-learning deep-learning remote-sensing greenhouse-gas-emissions earth-observation pollution-prediction
Python
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GNU General Public License v3.0
•6•40•1•0•Updated Apr 20, 2021Apr 20, 2021
NO2-dataset
Public
1•0•0•0•Updated Jan 25, 2021Jan 25, 2021