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Artificial Intelligence & Machine Learning (AI:ML Lab) @ HSG's Projects

ben-ge icon ben-ge

Official repository of the ben-ge Earth Observation dataset

courseaiml icon courseaiml

A series of interactive labs we prepared for the Introduction into Artificial Intelligence and Machine Learning course. The content of the series is based on Python, IPython Notebook, and PyTorch.

gda icon gda

Code repository for the CVPR 2024 paper "Parameter Efficient Self-supervised Geospatial Domain Adaptation".

global-no2-estimation icon global-no2-estimation

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

industrialsmokeplumedetection icon 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.

labai-coding icon labai-coding

Resources for HSG Course EMBA 58/59 - W8/3: Coding für Führungskräfte

labaiml icon labaiml

Lab Materials for the lecture "Introduction to Artificial Intelligence and Machine Learning".

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Lab Materials for the lecture GSERM'21 course "Deep Learning: Fundamentals and Applications".

labml icon labml

Lab Materials of the 6,126,1.00 BBWL lecture "Machine Learning".

maskedsst icon 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 icon neurips_2021-weight_space_learning

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

remotesensingco2estimation icon 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 icon 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 icon sane

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

sparse-vit-wsss icon 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

ssltransformerrs icon ssltransformerrs

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

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