• Stars
    star
    35
  • Rank 750,836 (Top 15 %)
  • Language
    Python
  • Created over 2 years ago
  • Updated almost 2 years ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Codes for the benchmark experiments in the paper "Self-supervised Learning in Remote Sensing: A Review"

More Repositories

1

SSL4EO-S12

SSL4EO-S12: a large-scale dataset for self-supervised learning in Earth observation
Python
178
star
2

M3R-CR

Multimodal and Multiresolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and Benchmark
Python
63
star
3

DOFA

Code for Neural Plasticity-Inspired Foundation Model for Observing the Earth Crossing Modalities
Jupyter Notebook
60
star
4

UniDA

Code for TGRS paper "Universal Domain Adaptation for Remote Sensing Image Scene Classification"
Python
34
star
5

augsburg_Multimodal_Data_Set_MDaS

MATLAB
28
star
6

So2Sat-LCZ42

Zhu et al., So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification, IEEE Geoscience and Remote Sensing Magazine, in press, 2020.
24
star
7

DINO-MM

Self-supervised vision transformers for joint SAR-optical representation learning
Python
21
star
8

ChatEarthNet

Python
19
star
9

So2Sat-LCZ-Classification-Demo

Python
16
star
10

FGMAE

Feature guided masked Autoencoder for self-supervised learning in remote sensing
Jupyter Notebook
15
star
11

DeCUR

DeCUR: decoupling common and unique representations for multimodal self-supervised learning.
Python
14
star
12

ST-FSOD

Python
14
star
13

ML4Earth-Hackathon-2022

Jupyter Notebook
13
star
14

ML4Earth-Hackathon-2023

Python
13
star
15

UCDFormer

Code for TGRS paper "UCDFormer: Unsupervised Change Detection Using a Transformer-driven Image Translation"
Python
12
star
16

HTC-DC-Net

Official Implementation of submitted TGRS paper "HTC-DC Net: A Network for Monocular Height Estimation from Single Remote Sensing Images"
Python
10
star
17

rrsis

Python
8
star
18

So2Sat-POP-DL

Python
7
star
19

AIO2

Official implementation of TGRS paper - AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image Segmentation
Python
7
star
20

So2Sat-POP

Python
7
star
21

So2Sat-BuildingType

A large-scale dataset for building type classification using social media and aerial data
Python
6
star
22

softcon

Multi-label guided soft contrastive learning for efficient Earth observation pretraining
Python
6
star
23

A-Relation-Augmented-Fully-Convolutional-Network-for-Semantic-Segmentation-in-Aerial-Scenes

Mou et al., A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes, CVPR 2019, accepted.
5
star
24

PFST

Official implementation of TGRS paper: "Pseudo Features Guided Self-training for Domain Adaptive Semantic Segmentation of Satellite Images"
Python
5
star
25

SARptical

Wang et al., β€œFusing Meter-Resolution 4-D InSAR Point Clouds and Optical Images for Semantic Urban Infrastructure Monitoring,” IEEE Transactions on Geoscience and Remote Sensing, 55(1), 14–26, 2017.
4
star
26

Deep-Recurrent-Neural-Networks-for-Hyperspectral-Image-Classification

Mou et al., Deep Recurrent Neural Networks for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 55(7), 3639-3655, 2017.
4
star
27

VQA-easy2hard

Code for paper "From easy to hard: Learning language-guided curriculum for visual question answering on remote sensing data"
Python
4
star
28

AdaptMatch

This is official code of "AdaptMatch: Adaptive Matching for Semisupervised Binary Segmentation of Remote Sensing Images," IEEE-TGRS, 2023
Python
3
star
29

Floodcast

3
star
30

Busy-parking-lot-dataset---vehicle-detection-in-UAV-video

L. Mou and X. X. Zhu, "Vehicle instance segmentation from aerial image and video using a multi-task learning residual fully convolutional network," IEEE Transactions on Geoscience and Remote Sensing, vol. 56, no. 11, pp. 6699-6711, 2018.
3
star
31

Benchmark-of-streetview-image-of-individual-building-instance

Kang et al., Building instance classification using street view images, ISPRS Journal of Photogrammetry and Remote Sensing, 145, 44-59, 2018.
3
star
32

ERA-DATASET

A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos
2
star
33

SEN12MS

Schmitt et al., SEN12MS – A Curated Dataset of Georeferenced Multi-spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion, ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2/W7, 153–160, 2019.
2
star
34

LULC_MSI_QCNN

Land Cover Classification from Sentinel-2 Images with Quantum-Classical Convolutional Neural Networks (FQCNN and MQCNN)
Python
2
star
35

Cross-cityDTL

Python
2
star
36

ForestFormer

Python
2
star
37

BiomassUQ

Data used in the paper "Biomass Estimation and Uncertainty Quantification from Tree Height".
R
2
star
38

UTB_codes

Nationwide urban tree canopy mapping and coverage assessment in Brazil
Python
1
star
39

SEN12MSCR

1
star
40

land_consumption

MATLAB
1
star
41

SEQNN

Hybrid Quantum Deep Learning with Superpixel Encoding for Earth Observation Data Classification
1
star
42

PeFNN

1
star
43

RS-DWL

This is official Pytorch implementation of "Decouple and Weight Semi-supervised Semantic Segmentation of Remote Sensing Images, " ISPRS, 2024.
Python
1
star