SVM or deep learning? A comparative study on remote sensing image classification

Peng Liu, Kim‐Kwang Raymond Choo, Lizhe Wang, +1

Soft Computing

Image ClassificationMachine VisionMachine LearningImage AnalysisData Science +11

Air quality predictions with a semi-supervised bidirectional LSTM neural network

Luo Zhang, Peng Liu, Lei Zhao, +3

Atmospheric Pollution Research

Recurrent Neural NetworkEngineeringMachine LearningData ScienceAir Quality Predictions +7

Spectral–spatial multi-feature-based deep learning for hyperspectral remote sensing image classification

Lizhe Wang, Jiabin Zhang, Peng Liu, +2

Soft Computing

Image ClassificationImage AnalysisMachine LearningData ScienceEngineering +6

A survey of remote-sensing big data

Peng Liu

Frontiers in Environmental Science

Big Data AcquisitionEngineeringData ScienceIsomer CharacteristicsBig Data Analytics +12

Classifying aerosol type using in situ surface spectral aerosol optical properties

Lauren Schmeisser, Elisabeth Andrews, J. A. Ogren, +19

Atmospheric chemistry and physics

Situ SurfaceEarth ScienceAerosol SizeEngineeringAerosol Transport +10

Research on Post-Earthquake Landslide Extraction Algorithm Based on Improved U-Net Model

Peng Liu, Yongming Wei, Qinjun Wang, +2

Remote Sensing

EngineeringMachine LearningRock SlopeFeature ExtractionImproved U-net Model +18

Particle Swarm Optimization based dictionary learning for remote sensing big data

Lizhe Wang, Hao Geng, Peng Liu, +4

Knowledge-Based Systems

Big Data AcquisitionEngineeringMachine LearningData ScienceData Mining +6

IK-SVD: Dictionary Learning for Spatial Big Data via Incremental Atom Update

Lizhe Wang, Ke Lü, Peng Liu, +2

Computing in Science & Engineering

Geometric LearningIncremental LearningEngineeringMachine LearningAdaptive Sparse Representation +19

Remote Sensing Big Data: Theory, Methods and Applications

Peng Liu, Liping Di, Qian Du, +1

Remote Sensing

Environmental MonitoringSensing (Sensor Engineering)Data ScienceSynthetic Aperture RadarEngineering +10

MLFF-GAN: A Multilevel Feature Fusion With GAN for Spatiotemporal Remote Sensing Images

Bingze Song, Peng Liu, Jun Li, +5

IEEE Transactions on Geoscience and Remote Sensing

EngineeringMachine LearningSpatiotemporal Data FusionFeature ExtractionMulti-image Fusion +18