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.

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

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