rs_abstracts_tpc_mdl_voyage_lite_gpt3_5_representations

mmarks13/rs_abstracts_tpc_mdl_voyage_lite_gpt3_5_representations

rs_abstracts_tpc_mdl_voyage_lite_gpt3_5_representations is a text classification model from mmarks13. Use it when you need a label for a piece of text. It is set up for bertopic.

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.

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Updated Mar 17, 2024

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At a glance

Task: Text Classification
Library: bertopic
Access: Public
Created: Mar 17, 2024
Updated: Mar 17, 2024
SHA: 95d6fd08

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From the Hugging Face model README

rs_abstracts_tpc_mdl_voyage_lite_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_voyage_lite_gpt3_5_representations")

topic_model.get_topic_info()

Topic overview

Number of topics: 95
Number of training documents: 5000

<details> <summary>Click here for an overview of all topics.</summary>

</details>

Training hyperparameters

calculate_probabilities: False
language: english
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

Task: Text Classification
Library: bertopic
Created: Mar 17, 2024
Updated: Mar 17, 2024

Topic ID	Topic Keywords	Topic Frequency	Label
-1	Remote Sensing for Environmental Monitoring and Land-Use Classification	10	-1_Remote Sensing for Environmental Monitoring and Land-Use Classification
0	Improving Crop Yield Estimation with UAV Remote Sensing Data and Machine Learning	1337	0_Improving Crop Yield Estimation with UAV Remote Sensing Data and Machine Learning
1	Radar Imaging Techniques for Multi-target Detection and Recognition	265	1_Radar Imaging Techniques for Multi-target Detection and Recognition
2	Spatial and Temporal Analysis of Ecological Land-Use Change in River Basins	243	2_Spatial and Temporal Analysis of Ecological Land-Use Change in River Basins
3	Remote Sensing Image Enhancement and Analysis Using Advanced Deep Learning Techniques	96	3_Remote Sensing Image Enhancement and Analysis Using Advanced Deep Learning Techniques
4	Spatiotemporal Analysis of Vegetation Response to Climate Change in Various Regions	90	4_Spatiotemporal Analysis of Vegetation Response to Climate Change in Various Regions
5	Advanced Deep Learning Techniques for Remote Sensing Change Detection	81	5_Advanced Deep Learning Techniques for Remote Sensing Change Detection
6	Integration of Ensemble Learning Models in Flood Risk Assessment	79	6_Integration of Ensemble Learning Models in Flood Risk Assessment
7	Enhancing positioning accuracy of GNSS receivers in challenging environments	73	7_Enhancing positioning accuracy of GNSS receivers in challenging environments
8	Lightweight SAR Ship Detection Networks	73	8_Lightweight SAR Ship Detection Networks
9	Lightweight Semantic Segmentation Networks for Remote Sensing Images	65	9_Lightweight Semantic Segmentation Networks for Remote Sensing Images
10	Advanced Small Object Detection in Remote Sensing Images	65	10_Advanced Small Object Detection in Remote Sensing Images
11	Remote Sensing Monitoring of Water Quality in Inland Lakes	64	11_Remote Sensing Monitoring of Water Quality in Inland Lakes
12	Urban Heat Island Effects and Land Surface Temperature Analysis in Various Cities	63	12_Urban Heat Island Effects and Land Surface Temperature Analysis in Various Cities
13	Mapping Forest Canopy Height Using Deep Learning and Lidar Technology	62	13_Mapping Forest Canopy Height Using Deep Learning and Lidar Technology
14	Building Extraction from Remote Sensing Images using Deep Learning Models	59	14_Building Extraction from Remote Sensing Images using Deep Learning Models
15	Enhancing Urban Development Monitoring Using Nighttime Light Data	59	15_Enhancing Urban Development Monitoring Using Nighttime Light Data
16	Novel Methods for Multimodal Remote Sensing Data Fusion and Classification	58	16_Novel Methods for Multimodal Remote Sensing Data Fusion and Classification
17	Lightweight deep learning methods for hyperspectral image classification	55	17_Lightweight deep learning methods for hyperspectral image classification
18	Predicting forest fire occurrence using machine learning models and remote sensing data	55	18_Predicting forest fire occurrence using machine learning models and remote sensing data
19	Individual tree segmentation methods for forest resource assessment	54	19_Individual tree segmentation methods for forest resource assessment
20	Evaluation of Soil Moisture Products Using Cosmic-Ray Observations	52	20_Evaluation of Soil Moisture Products Using Cosmic-Ray Observations
21	Denoising and Correcting Terrain Elevation Data Using Advanced Algorithms	51	21_Denoising and Correcting Terrain Elevation Data Using Advanced Algorithms
22	High-precision deformation monitoring using SAR technology in various applications	49	22_High-precision deformation monitoring using SAR technology in various applications
23	Evaluation of Multi-Source Precipitation Fusion Methods	49	23_Evaluation of Multi-Source Precipitation Fusion Methods
24	Subsidence Monitoring and Risk Assessment in Coastal Urban Areas	48	24_Subsidence Monitoring and Risk Assessment in Coastal Urban Areas
25	Estimating Pan-Arctic Sea Ice Changes Using Remote Sensing Techniques	47	25_Estimating Pan-Arctic Sea Ice Changes Using Remote Sensing Techniques
26	Mesoscale Eddy Dynamics in the Ocean	44	26_Mesoscale Eddy Dynamics in the Ocean
27	Bathymetry Mapping Using Satellite Remote Sensing Methods	44	27_Bathymetry Mapping Using Satellite Remote Sensing Methods
28	Atmospheric Aerosol Characteristics and Radiative Effects in Various Regions	42	28_Atmospheric Aerosol Characteristics and Radiative Effects in Various Regions
29	Remote Sensing-Based Soil Prediction Models for Soil Organic Carbon and Salinity Assessment	42	29_Remote Sensing-Based Soil Prediction Models for Soil Organic Carbon and Salinity Assessment
30	Spatial Prediction of Air Pollution Concentrations in China Using Multi-Source Remote Sensing Data	42	30_Spatial Prediction of Air Pollution Concentrations in China Using Multi-Source Remote Sensing Data
31	Remote Sensing of Ocean Waves and Wave-Related Phenomena	41	31_Remote Sensing of Ocean Waves and Wave-Related Phenomena
32	Land Surface Temperature Data Reconstruction Using Machine Learning Algorithms	40	32_Land Surface Temperature Data Reconstruction Using Machine Learning Algorithms
33	Multimodal Remote Sensing Image Registration Using Data-Driven and Knowledge-Driven Methods	38	33_Multimodal Remote Sensing Image Registration Using Data-Driven and Knowledge-Driven Methods
34	Advanced Localization and Mapping Techniques for Dynamic Robot Navigation	38	34_Advanced Localization and Mapping Techniques for Dynamic Robot Navigation
35	Coseismic Slip and Stress Analysis of Earthquake Doublets	37	35_Coseismic Slip and Stress Analysis of Earthquake Doublets
36	Seismic Data Denoising Using Transformer Networks	37	36_Seismic Data Denoising Using Transformer Networks
37	Landslide susceptibility modeling using artificial intelligence and machine learning algorithms	36	37_Landslide susceptibility modeling using artificial intelligence and machine learning algorithms
38	Advanced Remote Sensing Scene Image Classification Techniques	36	38_Advanced Remote Sensing Scene Image Classification Techniques
39	Analysis of Lunar Craters and Rover Exploration	35	39_Analysis of Lunar Craters and Rover Exploration
40	PolSAR Image Classification Using Advanced Deep Learning Techniques	34	40_PolSAR Image Classification Using Advanced Deep Learning Techniques
41	Object Detection in UAV Aerial Images	34	41_Object Detection in UAV Aerial Images
42	Advanced Semantic Segmentation Methods for Point Clouds	33	42_Advanced Semantic Segmentation Methods for Point Clouds
43	Developing High-Precision Ionospheric TEC Models using GNSS Data	32	43_Developing High-Precision Ionospheric TEC Models using GNSS Data
44	Cross-Calibration of Earth Observation Sensors for Radiometric Reflectance Calibration	32	44_Cross-Calibration of Earth Observation Sensors for Radiometric Reflectance Calibration
45	Spatiotemporal Analysis of Thunderstorms and Extreme Rainfall Events in China's Mountainous Regions	31	45_Spatiotemporal Analysis of Thunderstorms and Extreme Rainfall Events in China's Mountainous Regions
46	Evaluation of Spire GNSS Radio Occultation Data Quality	31	46_Evaluation of Spire GNSS Radio Occultation Data Quality
47	Hyperspectral Image Processing Techniques	31	47_Hyperspectral Image Processing Techniques
48	Advancements in Synthetic Aperture Radar Automatic Target Recognition	31	48_Advancements in Synthetic Aperture Radar Automatic Target Recognition
49	Infrared Small Target Detection Methods	31	49_Infrared Small Target Detection Methods
50	Monitoring coastal changes using remote sensing and deep learning techniques	30	50_Monitoring coastal changes using remote sensing and deep learning techniques
51	Glacier dynamics and mass balance in Asian mountain water towers	30	51_Glacier dynamics and mass balance in Asian mountain water towers
52	Understanding Snow Cover Dynamics on the Tibetan Plateau	30	52_Understanding Snow Cover Dynamics on the Tibetan Plateau
53	Understanding Drought Dynamics and Monitoring Using Multiple Indices	29	53_Understanding Drought Dynamics and Monitoring Using Multiple Indices
54	Evaluating Satellite Ocean Color Products Using VIIRS Rrs Data	28	54_Evaluating Satellite Ocean Color Products Using VIIRS Rrs Data
55	3D Reconstruction and Neural Radiance Fields in Urban Environments	27	55_3D Reconstruction and Neural Radiance Fields in Urban Environments
56	Wetland Evolution and Dynamics in East Asia and China's Drylands	26	56_Wetland Evolution and Dynamics in East Asia and China's Drylands
57	Regional Evapotranspiration Estimation Using Remote Sensing and Reanalysis Products	26	57_Regional Evapotranspiration Estimation Using Remote Sensing and Reanalysis Products
58	Innovative Lithological and Mineral Exploration Using Remote Sensing and Machine Learning	26	58_Innovative Lithological and Mineral Exploration Using Remote Sensing and Machine Learning
59	Hyperspectral Anomaly Detection using Autoencoder Reconstruction and Attention Mechanisms	25	59_Hyperspectral Anomaly Detection using Autoencoder Reconstruction and Attention Mechanisms
60	Spectral Unmixing in Hyperspectral Image Analysis	24	60_Spectral Unmixing in Hyperspectral Image Analysis
61	Satellite-Based Assessment of Solar-Induced Chlorophyll Fluorescence and Vegetation Phenology	23	61_Satellite-Based Assessment of Solar-Induced Chlorophyll Fluorescence and Vegetation Phenology
62	Advanced Techniques in Remote Sensing Image Pansharpening	23	62_Advanced Techniques in Remote Sensing Image Pansharpening
63	Road Extraction Methods Using Deep Learning for Remote Sensing Images	21	63_Road Extraction Methods Using Deep Learning for Remote Sensing Images
64	3D Building Reconstruction Methods	21	64_3D Building Reconstruction Methods
65	SAR image despeckling with deep learning methods	20	65_SAR image despeckling with deep learning methods
66	Innovative Deep Learning Networks for Landslide Recognition and Detection	20	66_Innovative Deep Learning Networks for Landslide Recognition and Detection
67	CO2 emissions monitoring using remote sensing and satellite data	19	67_CO2 emissions monitoring using remote sensing and satellite data
68	Semantic Water Body Extraction Using Hybrid CNN-Transformer Networks in Remote Sensing Images	19	68_Semantic Water Body Extraction Using Hybrid CNN-Transformer Networks in Remote Sensing Images
69	Advances in Hyperspectral Image Classification Using Spectral-Spatial Deep Learning Networks	18	69_Advances in Hyperspectral Image Classification Using Spectral-Spatial Deep Learning Networks
70	Hyperspectral Band Selection Techniques	18	70_Hyperspectral Band Selection Techniques
71	Spatial Distribution and Control Factors of Landslides in Various Regions	18	71_Spatial Distribution and Control Factors of Landslides in Various Regions
72	Optimization of LAI estimation using multi-angular reflectance for vegetation modeling	18	72_Optimization of LAI estimation using multi-angular reflectance for vegetation modeling
73	Automated Identification and Monitoring of Mesoscale Convective Systems and Squall Lines using Remote Sensing Data and Deep Learning Models	17	73_Automated Identification and Monitoring of Mesoscale Convective Systems and Squall Lines using Remote Sensing Data and Deep Learning Models
74	High-resolution gravity field modeling for geoid computation	16	74_High-resolution gravity field modeling for geoid computation
75	Monitoring Shrub Encroachment and Biodiversity in Grasslands Using Remote Sensing	16	75_Monitoring Shrub Encroachment and Biodiversity in Grasslands Using Remote Sensing
76	Monitoring Volcanic Thermal Activity	16	76_Monitoring Volcanic Thermal Activity
77	Satellite Imaging Mission Planning Optimization	16	77_Satellite Imaging Mission Planning Optimization
78	Underwater localization and navigation using lidar and sound speed profile (SSP) simulation	16	78_Underwater localization and navigation using lidar and sound speed profile (SSP) simulation
79	Remote Sensing of Plant Physiological Traits Using Spectral Models	16	79_Remote Sensing of Plant Physiological Traits Using Spectral Models
80	Early Detection of Forest Pests Using UAV-Based Multi-Sensor Data	15	80_Early Detection of Forest Pests Using UAV-Based Multi-Sensor Data
81	Monitoring Tropical Forest Logging Disturbances Using Sentinel-1 SAR Data	15	81_Monitoring Tropical Forest Logging Disturbances Using Sentinel-1 SAR Data
82	Application of Lidar Technology for Aerosol Property Retrieval	15	82_Application of Lidar Technology for Aerosol Property Retrieval
83	Advanced Methods for Spacecraft Attitude Control and Inertial Sensor Calibration	14	83_Advanced Methods for Spacecraft Attitude Control and Inertial Sensor Calibration
84	High-quality 3D rock mass modeling using photogrammetry and infrared thermography techniques	14	84_High-quality 3D rock mass modeling using photogrammetry and infrared thermography techniques
85	Forest Fire Smoke Detection using Lightweight UAV Models	13	85_Forest Fire Smoke Detection using Lightweight UAV Models
86	Assessment of Conservation Measures on Vegetation Cover Change and Soil Erosion Reduction	12	86_Assessment of Conservation Measures on Vegetation Cover Change and Soil Erosion Reduction
87	Ionospheric anomalies as earthquake precursors	11	87_Ionospheric anomalies as earthquake precursors
88	Impact of Spatially Heterogeneous Land Surface Temperatures on Urban Vegetation Phenology	11	88_Impact of Spatially Heterogeneous Land Surface Temperatures on Urban Vegetation Phenology
89	Advances in Precipitation Nowcasting Using Spatiotemporal Forecasting Models	11	89_Advances in Precipitation Nowcasting Using Spatiotemporal Forecasting Models
90	All-Day Cloud Detection Algorithms for Improved Weather Forecasting	11	90_All-Day Cloud Detection Algorithms for Improved Weather Forecasting
91	Advanced Object Tracking Techniques for Remote Sensing Videos	11	91_Advanced Object Tracking Techniques for Remote Sensing Videos
92	Understanding the Impact of Drought on Solar-Induced Chlorophyll Fluorescence and Vegetation Photosynthesis	11	92_Understanding the Impact of Drought on Solar-Induced Chlorophyll Fluorescence and Vegetation Photosynthesis
93	Integrating Urban Landscape Features for Traffic Safety and Vitality Enhancements	10	93_Integrating Urban Landscape Features for Traffic Safety and Vitality Enhancements