Zhu Lab (zhu-xlab)

Zhu Lab

zhu-xlab

Organization data from Github https://github.com/zhu-xlab

Data Science in Earth Observation

Location:Munich, Germany

Home Page:https://www.lrg.tum.de/sipeo

GitHub:@zhu-xlab

Zhu Lab's repositories

SSL4EO-S12

SSL4EO-S12: a large-scale dataset for self-supervised learning in Earth observation

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DOFA

Code for Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities

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M3R-CR

Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark

DeCUR

Decoupling common and unique representations for multimodal self-supervised learning

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softcon

Multi-label guided soft contrastive learning for efficient Earth observation pretraining

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AIO2

Official implementation of TGRS paper - AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image Segmentation

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RS-DWL

This is official Pytorch implementation of "Decouple and Weight Semi-supervised Semantic Segmentation of Remote Sensing Images, " ISPRS, 2024.

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So2Sat-BuildingType

A large-scale dataset for building type classification using social media and aerial data

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ML4Earth-Hackathon-2024

Starter pack and resources for the ML4Earth Hackathon 2024

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AdaptMatch

This is official code of "AdaptMatch: Adaptive Matching for Semisupervised Binary Segmentation of Remote Sensing Images," IEEE-TGRS, 2023

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InstructBLIP_SCST

An improved version of InstructBLIP that uses SCST to reduce visual reasoning errors (oversights, hallucinations, ...)

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polygnn

[This is a fork; check upstream] PolyGNN: Polyhedron-based graph neural network for 3D building reconstruction from point clouds [ISPRS 2024]

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SEQNN

Hybrid Quantum Deep Learning with Superpixel Encoding for Earth Observation Data Classification

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WSGraphCL

This repository contains the implementation of WSGraphCL, a weak-strong graph contrastive learning model designed for hyperspectral image (HSI) classification.

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FloodCast_Large-scale-flood

Code for Water Research paper "Large-scale flood modeling and forecasting with FloodCast"

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glacier_pinn

Repository containing the code and results of experiments to estimate glacier ice thickness with a PINN.

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Indirect-impact-of-urbanization

High-resolution satellite images reveal the prevalent positive indirect impact of urbanization on urban tree canopy coverage in South America

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Macroscale-patterns-of-UTC-in-Brazil

Assessing the macro-scale patterns of urban tree canopy cover in Brazil using high-resolution remote sensing images

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SSCDnet

Semi-supervised Cloud Detection in Satellite Images by Considering Domain Shift Problem

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