HSG-AIML/LabMLDL

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HSG-AIML/LabMLDL

HSG-AIML

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

SSLTransformerRS

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

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

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"

IGARSS2023_EfficientDeepLearningEO

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

Jupyter Notebook

GDA

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

Global-NO2-Estimation

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

Jupyter Notebook

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.

ben-ge

Official repository of the ben-ge Earth Observation dataset

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".

LabAIML

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

Jupyter Notebook

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

SANE

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

PaperDiscussionClub

AI:ML Paper Discussion Club

SelfSupervised

LabML

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

Jupyter Notebook

LabGSERM

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

Jupyter Notebook

Continual-Text-to-Speech

Continual Text-to-Speech (TTS)

HSG-AIML.github.io

HSG-AIML research website