rs_abstracts_tpc_mdl_gte_base_gpt3_5_representations
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
Usage
To use this model, please install BERTopic:
pip install -U bertopic
You can use the model as follows:
from bertopic import BERTopic
topic_model = BERTopic.load("mmarks13/rs_abstracts_tpc_mdl_gte_base_gpt3_5_representations")
topic_model.get_topic_info()
Topic overview
- Number of topics: 118
- Number of training documents: 5000
Click here for an overview of all topics.
Topic ID | Topic Keywords | Topic Frequency | Label |
---|---|---|---|
-1 | Improvement of Transmission Line Fault Detection Using Drones | 10 | -1_Improvement of Transmission Line Fault Detection Using Drones |
0 | Fusion Methods for 3D Point Cloud Mapping and Semantic Segmentation | 1123 | 0_Fusion Methods for 3D Point Cloud Mapping and Semantic Segmentation |
1 | Advances in Hyperspectral Image Classification Using Deep Learning and Transformer-Based Models | 209 | 1_Advances in Hyperspectral Image Classification Using Deep Learning and Transformer-Based Models |
2 | Development of Bio-Optical Models for Water Quality Monitoring in Inland Seas and Coastal Ocean Waters | 126 | 2_Development of Bio-Optical Models for Water Quality Monitoring in Inland Seas and Coastal Ocean Waters |
3 | UAV-based Estimation of Crop Bio-Parameters and Yield Using Machine Learning and Regression Models | 117 | 3_UAV-based Estimation of Crop Bio-Parameters and Yield Using Machine Learning and Regression Models |
4 | Improving GNSS Positioning Accuracy and Convergence Time with BDS-3 and PPP-RTK | 86 | 4_Improving GNSS Positioning Accuracy and Convergence Time with BDS-3 and PPP-RTK |
5 | Crop mapping using deep learning and satellite imagery for accurate temporal crop classification and mapping. | 83 | 5_Crop mapping using deep learning and satellite imagery for accurate temporal crop classification and mapping. |
6 | Vegetation Dynamics and Climate Change in Different Regions | 82 | 6_Vegetation Dynamics and Climate Change in Different Regions |
7 | Advanced Deep Learning Approaches for Remote Sensing Change Detection | 76 | 7_Advanced Deep Learning Approaches for Remote Sensing Change Detection |
8 | Landscape ecological risk assessment and land use patterns in Mongolian Plateau, Three Gorges Reservoir Area, and Liaoning Province | 74 | 8_Landscape ecological risk assessment and land use patterns in Mongolian Plateau, Three Gorges Reservoir Area, and Liaoning Province |
9 | Flood susceptibility modeling using machine learning and remote sensing data | 71 | 9_Flood susceptibility modeling using machine learning and remote sensing data |
10 | Mapping and Dynamics of Mangrove and Wetland Ecosystems | 69 | 10_Mapping and Dynamics of Mangrove and Wetland Ecosystems |
11 | Comparison of GNSS Radio Occultation Data Quality for Weather and Climate Applications | 68 | 11_Comparison of GNSS Radio Occultation Data Quality for Weather and Climate Applications |
12 | Understanding urban development through nighttime light imagery | 67 | 12_Understanding urban development through nighttime light imagery |
13 | Small Object Detection in Remote Sensing Images | 67 | 13_Small Object Detection in Remote Sensing Images |
14 | Individual Tree Segmentation in Forests Using Laser Scanning and Image-Based Features | 66 | 14_Individual Tree Segmentation in Forests Using Laser Scanning and Image-Based Features |
15 | Temporal trends of SUHII and LST in urban areas of selected cities | 66 | 15_Temporal trends of SUHII and LST in urban areas of selected cities |
16 | Forest Fire Monitoring and Detection Using Satellite Data | 62 | 16_Forest Fire Monitoring and Detection Using Satellite Data |
17 | Semantic Segmentation in Remote Sensing Images | 62 | 17_Semantic Segmentation in Remote Sensing Images |
18 | Evaluation of spatiotemporal fusion methods for land surface temperature data | 57 | 18_Evaluation of spatiotemporal fusion methods for land surface temperature data |
19 | Advanced methods for synthetic aperture radar imaging in geosynchronous orbits | 56 | 19_Advanced methods for synthetic aperture radar imaging in geosynchronous orbits |
20 | Satellite-derived Bathymetry and Reef Mapping in Coastal Areas | 53 | 20_Satellite-derived Bathymetry and Reef Mapping in Coastal Areas |
21 | Evaluation of Precipitation Products and Methods for Improving Accuracy | 52 | 21_Evaluation of Precipitation Products and Methods for Improving Accuracy |
22 | Integrating Remote Sensing and Proximal Sensing for Accurate Soil Organic Carbon (SOC) Mapping and Prediction | 51 | 22_Integrating Remote Sensing and Proximal Sensing for Accurate Soil Organic Carbon (SOC) Mapping and Prediction |
23 | Improving ET Estimation and Partitioning Using Machine Learning and Satellite Data | 49 | 23_Improving ET Estimation and Partitioning Using Machine Learning and Satellite Data |
24 | Remote Sensing Scene Classification with Attention-Based Feature Fusion | 47 | 24_Remote Sensing Scene Classification with Attention-Based Feature Fusion |
25 | Advanced Deep Learning Methods for Building Extraction from Remote Sensing Images | 46 | 25_Advanced Deep Learning Methods for Building Extraction from Remote Sensing Images |
26 | Ground Subsidence Monitoring Using InSAR in Various Regions of China | 42 | 26_Ground Subsidence Monitoring Using InSAR in Various Regions of China |
27 | Advanced Cloud Removal Methods in Remote Sensing Image Processing | 42 | 27_Advanced Cloud Removal Methods in Remote Sensing Image Processing |
28 | Infrared Small Target Detection Algorithms | 42 | 28_Infrared Small Target Detection Algorithms |
29 | Aerosol Vertical Distribution and Radiative Effects in Different Regions | 38 | 29_Aerosol Vertical Distribution and Radiative Effects in Different Regions |
30 | Rock slope stability assessment using UAV photogrammetry and infrared thermography for high-resolution 3D modeling | 38 | 30_Rock slope stability assessment using UAV photogrammetry and infrared thermography for high-resolution 3D modeling |
31 | Lightweight SAR Ship Detection with Deep Learning and Multi-scale Feature Fusion | 38 | 31_Lightweight SAR Ship Detection with Deep Learning and Multi-scale Feature Fusion |
32 | Monitoring Sea Ice Changes in the Arctic and Antarctic Using Remote Sensing Techniques | 37 | 32_Monitoring Sea Ice Changes in the Arctic and Antarctic Using Remote Sensing Techniques |
33 | Lunar Crater Analysis and Exploration with Rover Data | 37 | 33_Lunar Crater Analysis and Exploration with Rover Data |
34 | Earthquake anomalies and precursors detection using satellite data and ML techniques | 37 | 34_Earthquake anomalies and precursors detection using satellite data and ML techniques |
35 | Remote Sensing for Assessing Plant Diversity and Invasive Species in Grasslands | 36 | 35_Remote Sensing for Assessing Plant Diversity and Invasive Species in Grasslands |
36 | Calibration and Radiometric Analysis of Earth Observation Sensors | 35 | 36_Calibration and Radiometric Analysis of Earth Observation Sensors |
37 | Investigation of Ionospheric Effects During Geomagnetic Storms and Solar Eclipses | 35 | 37_Investigation of Ionospheric Effects During Geomagnetic Storms and Solar Eclipses |
38 | Snow Cover Monitoring and Analysis Using Remote Sensing for Climate and Ecosystem Studies | 35 | 38_Snow Cover Monitoring and Analysis Using Remote Sensing for Climate and Ecosystem Studies |
39 | Canopy height mapping using GEDI, ICESat-2, and airborne LiDAR data | 32 | 39_Canopy height mapping using GEDI, ICESat-2, and airborne LiDAR data |
40 | Spatiotemporal Radar Data Analysis for Lightning Positioning and Weather Forecasting | 32 | 40_Spatiotemporal Radar Data Analysis for Lightning Positioning and Weather Forecasting |
41 | Detection and dynamics of mesoscale and submesoscale eddies in ocean currents | 32 | 41_Detection and dynamics of mesoscale and submesoscale eddies in ocean currents |
42 | Acoustic Methods for Seabed Mapping and Target Detection in Shallow Water | 31 | 42_Acoustic Methods for Seabed Mapping and Target Detection in Shallow Water |
43 | Innovative Models for Landslide Susceptibility Analysis and Assessment | 31 | 43_Innovative Models for Landslide Susceptibility Analysis and Assessment |
44 | Comparison of Real-Valued Representations for CNN-Based PolSAR Image Segmentation | 30 | 44_Comparison of Real-Valued Representations for CNN-Based PolSAR Image Segmentation |
45 | Landslide Monitoring and Detection Using InSAR Technology in Jinsha River Basin | 30 | 45_Landslide Monitoring and Detection Using InSAR Technology in Jinsha River Basin |
46 | Understanding the dynamics of solar-induced chlorophyll fluorescence and its relationship to photosynthesis under varying environmental conditions | 30 | 46_Understanding the dynamics of solar-induced chlorophyll fluorescence and its relationship to photosynthesis under varying environmental conditions |
47 | Advancements in Super-Resolution Techniques for Remote Sensing Images | 29 | 47_Advancements in Super-Resolution Techniques for Remote Sensing Images |
48 | Application of Remote Sensing Technology in Lithological Classification and Mineral Exploration | 29 | 48_Application of Remote Sensing Technology in Lithological Classification and Mineral Exploration |
49 | Enhanced Object Detection and Tracking for UAV Applications | 28 | 49_Enhanced Object Detection and Tracking for UAV Applications |
50 | Improving Satellite-Based Soil Moisture Data Accuracy and Applications | 28 | 50_Improving Satellite-Based Soil Moisture Data Accuracy and Applications |
51 | Understanding Drought Propagation and Monitoring Using Multiple Indices | 28 | 51_Understanding Drought Propagation and Monitoring Using Multiple Indices |
52 | Satellite Monitoring of Greenhouse Gas Emissions and Concentrations | 27 | 52_Satellite Monitoring of Greenhouse Gas Emissions and Concentrations |
53 | Seismic Deformation and Fault Slip Analysis of Recent Earthquakes | 27 | 53_Seismic Deformation and Fault Slip Analysis of Recent Earthquakes |
54 | Innovative Approaches for Urban Land-Use Mapping | 26 | 54_Innovative Approaches for Urban Land-Use Mapping |
55 | Satellite mission optimization with evolutionary algorithms | 25 | 55_Satellite mission optimization with evolutionary algorithms |
56 | Forest Disturbance Monitoring Using SAR and GLCM Features | 25 | 56_Forest Disturbance Monitoring Using SAR and GLCM Features |
57 | Hyperspectral Image Unmixing with Spatial-Spectral Optimization | 25 | 57_Hyperspectral Image Unmixing with Spatial-Spectral Optimization |
58 | SAR Target Recognition with Limited Labeled Data | 24 | 58_SAR Target Recognition with Limited Labeled Data |
59 | Remote Sensing Image Registration and Matching Techniques | 24 | 59_Remote Sensing Image Registration and Matching Techniques |
60 | Impact of Volcanic Eruptions on Ozone and Stratospheric Water Vapor | 23 | 60_Impact of Volcanic Eruptions on Ozone and Stratospheric Water Vapor |
61 | Study on Diurnal and Microphysical Characteristics of Precipitation Events in Mountainous Regions | 22 | 61_Study on Diurnal and Microphysical Characteristics of Precipitation Events in Mountainous Regions |
62 | Wave parameterization and assimilation using CFOSAT data | 22 | 62_Wave parameterization and assimilation using CFOSAT data |
63 | Spatiotemporal PM2.5 Estimation in China | 21 | 63_Spatiotemporal PM2.5 Estimation in China |
64 | Seismic Data Denoising with Deep Learning and Transformer Models | 21 | 64_Seismic Data Denoising with Deep Learning and Transformer Models |
65 | Ground-Penetrating Radar (GPR) Applications in Subsurface Imaging and Detection | 20 | 65_Ground-Penetrating Radar (GPR) Applications in Subsurface Imaging and Detection |
66 | High-resolution Gravity Field Modeling and Gravity Gradient Precision | 20 | 66_High-resolution Gravity Field Modeling and Gravity Gradient Precision |
67 | Advanced ISAR Imaging Techniques for Moving Targets | 20 | 67_Advanced ISAR Imaging Techniques for Moving Targets |
68 | Photon Noise Modeling and Signal Extraction for ICESat-2 LiDAR Applications | 20 | 68_Photon Noise Modeling and Signal Extraction for ICESat-2 LiDAR Applications |
69 | Global Climate Change Impact on Lake Water Level Variations | 20 | 69_Global Climate Change Impact on Lake Water Level Variations |
70 | Cloud Detection Algorithms for Climate Monitoring | 19 | 70_Cloud Detection Algorithms for Climate Monitoring |
71 | Hyperspectral image fusion and super-resolution with attention-based network architectures | 19 | 71_Hyperspectral image fusion and super-resolution with attention-based network architectures |
72 | Environmental impacts and monitoring of mining activities in various regions | 19 | 72_Environmental impacts and monitoring of mining activities in various regions |
73 | Detection of forest insect infestations using hyperspectral imaging and machine learning | 19 | 73_Detection of forest insect infestations using hyperspectral imaging and machine learning |
74 | Advanced Road Extraction Methods Using Deep Learning for Remote Sensing Images | 19 | 74_Advanced Road Extraction Methods Using Deep Learning for Remote Sensing Images |
75 | Remote Sensing Soil Moisture Retrieval Using Multi-channel Algorithms | 19 | 75_Remote Sensing Soil Moisture Retrieval Using Multi-channel Algorithms |
76 | Innovative Methods in Landslide Prediction and Detection | 19 | 76_Innovative Methods in Landslide Prediction and Detection |
77 | Improving Hydrological Parameter Estimation Using GRACE Data | 19 | 77_Improving Hydrological Parameter Estimation Using GRACE Data |
78 | Waveform optimization for integrated radar and communication systems | 18 | 78_Waveform optimization for integrated radar and communication systems |
79 | Monitoring Surface Subsidence in Mining Areas using DS-InSAR Technology | 18 | 79_Monitoring Surface Subsidence in Mining Areas using DS-InSAR Technology |
80 | Monitoring seaweed biomass using remote sensing and UAV technology | 18 | 80_Monitoring seaweed biomass using remote sensing and UAV technology |
81 | Pansharpening Techniques in Remote Sensing Image Processing | 18 | 81_Pansharpening Techniques in Remote Sensing Image Processing |
82 | Hyperspectral Anomaly Detection with Deep Learning-Based Methods | 18 | 82_Hyperspectral Anomaly Detection with Deep Learning-Based Methods |
83 | Multi-Source TC Intensity Estimation Using Deep Learning | 18 | 83_Multi-Source TC Intensity Estimation Using Deep Learning |
84 | Mapping Arctic Permafrost Degradation, Vegetation Changes, and Small Water Bodies using Remote Sensing and Deep Learning | 17 | 84_Mapping Arctic Permafrost Degradation, Vegetation Changes, and Small Water Bodies using Remote Sensing and Deep Learning |
85 | Innovative Approaches for Cadastral Boundary Extraction and Urban Green Space Segmentation | 17 | 85_Innovative Approaches for Cadastral Boundary Extraction and Urban Green Space Segmentation |
86 | SAR and Optical Image Fusion Methods for Multimodal Registration | 17 | 86_SAR and Optical Image Fusion Methods for Multimodal Registration |
87 | GNSS-R for Ocean Surface Wind Retrieval | 17 | 87_GNSS-R for Ocean Surface Wind Retrieval |
88 | Trends in NO2 and SO2 Emissions and Pollution Control Efforts in Asian Regions | 16 | 88_Trends in NO2 and SO2 Emissions and Pollution Control Efforts in Asian Regions |
89 | Foliar Trait Estimation Using Leaf Spectroscopy and Radiative Transfer Models | 16 | 89_Foliar Trait Estimation Using Leaf Spectroscopy and Radiative Transfer Models |
90 | Improving Waterline Extraction and Coastline Prediction using Satellite Imagery in Coastal Environments | 16 | 90_Improving Waterline Extraction and Coastline Prediction using Satellite Imagery in Coastal Environments |
91 | Ship Detection in Remote Sensing Images | 16 | 91_Ship Detection in Remote Sensing Images |
92 | Evaluation of Noise Removal Algorithms for Hyperspectral Imagery Data | 15 | 92_Evaluation of Noise Removal Algorithms for Hyperspectral Imagery Data |
93 | Synthetic Aperture Radar (SAR) Image Despeckling Using Deep Learning | 15 | 93_Synthetic Aperture Radar (SAR) Image Despeckling Using Deep Learning |
94 | Advanced Techniques for Moving Target Detection and Coherent Integration in Radar Systems | 15 | 94_Advanced Techniques for Moving Target Detection and Coherent Integration in Radar Systems |
95 | Deep Learning Hashing Methods for Remote Sensing Image Retrieval | 15 | 95_Deep Learning Hashing Methods for Remote Sensing Image Retrieval |
96 | Innovations in Spatiotemporal Fusion Methods for Remote Sensing Image Enhancement | 14 | 96_Innovations in Spatiotemporal Fusion Methods for Remote Sensing Image Enhancement |
97 | Analysis of Urban Impervious Surface Dynamics Using Multi-Sensor Satellite Images and Machine Learning in China and Pakistan | 14 | 97_Analysis of Urban Impervious Surface Dynamics Using Multi-Sensor Satellite Images and Machine Learning in China and Pakistan |
98 | Advanced Methods in Soil Moisture Detection Using GNSS Reflectometry | 14 | 98_Advanced Methods in Soil Moisture Detection Using GNSS Reflectometry |
99 | Multi-scale Weakly Supervised Building Change Detection via Remote Sensing Images | 14 | 99_Multi-scale Weakly Supervised Building Change Detection via Remote Sensing Images |
100 | Improving HFSWR Target Detection and Directional Estimation through Radar Calibration and Adaptive Algorithms | 14 | 100_Improving HFSWR Target Detection and Directional Estimation through Radar Calibration and Adaptive Algorithms |
101 | Lidar systems for atmospheric monitoring | 13 | 101_Lidar systems for atmospheric monitoring |
102 | Advanced Models for Crop Yield Prediction | 13 | 102_Advanced Models for Crop Yield Prediction |
103 | Advanced Methods in Electromagnetic Inversion for Subsurface Mapping | 13 | 103_Advanced Methods in Electromagnetic Inversion for Subsurface Mapping |
104 | Glacier Dynamics and Climate Change in the Kunlun Mountains | 13 | 104_Glacier Dynamics and Climate Change in the Kunlun Mountains |
105 | Advanced Techniques for Marine Oil Spill Detection | 13 | 105_Advanced Techniques for Marine Oil Spill Detection |
106 | Advanced InSAR Processing Techniques for Deformation Monitoring | 13 | 106_Advanced InSAR Processing Techniques for Deformation Monitoring |
107 | Advanced Methods for Estimating Shortwave Radiation Components | 12 | 107_Advanced Methods for Estimating Shortwave Radiation Components |
108 | Building Height Estimation in Urban Areas Using Remote Sensing Data | 12 | 108_Building Height Estimation in Urban Areas Using Remote Sensing Data |
109 | Satellite-Based LAI Retrieval Methods and Transfer Learning | 12 | 109_Satellite-Based LAI Retrieval Methods and Transfer Learning |
110 | Advanced Recognition Methods for Signal Modulation and Jamming Signals | 12 | 110_Advanced Recognition Methods for Signal Modulation and Jamming Signals |
111 | Predictive Modeling of Sea Surface Temperature (SST) Using Advanced Neural Networks | 11 | 111_Predictive Modeling of Sea Surface Temperature (SST) Using Advanced Neural Networks |
112 | Characteristics of Internal Solitary Waves in the Andaman Sea and Arabian Sea Identified via SAR and Optical Observations | 11 | 112_Characteristics of Internal Solitary Waves in the Andaman Sea and Arabian Sea Identified via SAR and Optical Observations |
113 | Machine learning classification of ice surface conditions and supraglacial lakes across Northern Hemisphere and Greenland | 11 | 113_Machine learning classification of ice surface conditions and supraglacial lakes across Northern Hemisphere and Greenland |
114 | Sea Level Rise and Altimetry Analysis around Taiwan | 10 | 114_Sea Level Rise and Altimetry Analysis around Taiwan |
115 | Mapping Tree Species Using Sentinel Imagery | 10 | 115_Mapping Tree Species Using Sentinel Imagery |
116 | Remote Sensing-Based Extraction of Rooftop Photovoltaic Panels | 10 | 116_Remote Sensing-Based Extraction of Rooftop Photovoltaic Panels |
Training hyperparameters
- calculate_probabilities: False
- language: None
- low_memory: False
- min_topic_size: 10
- n_gram_range: (1, 1)
- nr_topics: None
- seed_topic_list: None
- top_n_words: 10
- verbose: False
- zeroshot_min_similarity: 0.7
- zeroshot_topic_list: None
Framework versions
- Numpy: 1.26.4
- HDBSCAN: 0.8.33
- UMAP: 0.5.5
- Pandas: 1.5.3
- Scikit-Learn: 1.4.1.post1
- Sentence-transformers: 2.4.0
- Transformers: 4.38.1
- Numba: 0.59.0
- Plotly: 5.19.0
- Python: 3.11.3
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