杨俊芳｜中国石油大学(华东)｜学者主页

2026

海洋溢油智能光学遥感技术研究进展（特邀）

Yi Ma, Kai Du, Rong-Jie Liu, Xi-Wen Wang, Junfang Yang

Acta Optica Sinica

DOI

2026

基于增量稀疏主成分分析的海面乳化油高光谱轻量化识别模型

李佳烨，马毅，纪永刚，姜宗辰，杜凯，刘荣杰，杨俊芳

《海洋科学进展》

2026

LTF-MSPCNet: A synergistic approach combining attention mechanisms and local texture features for oil spill segmentation in SAR images

Xiwen Wang, Yi Ma, Kai Du, Peng Ren, Rongjie Liu, Junfang Yang

Marine Pollution Bulletin

DOI

2026

Quantitative Retrieval of Water-in-Oil Emulsions Thickness Using Airborne Hyperspectral Remote Sensing: A Ground-Based Oil Spill Experiment

Junfang Yang, Jiarui Cui, Yabin Hu, Yi Ma, Jie Zhang

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DOI

2025

Mapping oil spills under varying sun glint conditions using a diffusion model with spatial-spectral-frequency constraints

Kai Du, Yi Ma, Zhongwei Li, Rongjie Liu, Zongchen Jiang, Junfang Yang

ISPRS Journal of Photogrammetry and Remote Sensing

DOI

2025

QOSM-U2CANet: a deep learning framework for normalized oil spill thickness and concentration mapping using multispectral satellite imagery

Kai Du, Yi Ma, Zhongwei Li, Zongchen Jiang, Rongjie Liu, Junfang Yang

ISPRS Journal of Photogrammetry and Remote Sensing

DOI

2025

MS3OSD: A Novel Deep Learning Approach for Oil Spills Detection Using Optical Satellite Multisensor Spatial-Spectral Fusion Images

Kai Du, Yi Ma, Zhongwei Li, Rongjie Liu, Zongchen Jiang, Junfang Yang

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

DOI

2024

基于U-NET的双分支海上SAR溢油检测模型

盛辉，曹文俊，刘善伟，王大伟，杨俊芳，张杰

《海洋科学》

2024

SR-SqueezeNet: A lightweight hyperspectral identification model for oil spills based on smoothed activation functions

Jiaye Li, Yi Ma, Yonggang Ji, Zongchen Jiang, Kai Du, Rongjie Liu, Junfang Yang

Marine Pollution Bulletin

DOI

2024

Identification of marine oil spill types based on multi-source remote sensing data using multi-scale dynamic convolution model

Bei Wang, Junfang Yang, Shanwei Liu, Caiyi Sun, Yi Ma, Jie Zhang

International Journal of Remote Sensing

DOI

2024

Hyperspectral remote sensing identification of marine oil emulsions based on the fusion of spatial and spectral features

Xinyue Huang, Yi Ma, Zongchen Jiang, Junfang Yang

Acta Oceanologica Sinica

DOI

2024

Hyperspectral remote sensing identification of marine oil spills and emulsions using feature bands and double-branch dual-attention mechanism network

Ning Zhang, Junfang Yang, Shanwei Liu, Yi Ma, Jie Zhang

Journal of Oceanology and Limnology

DOI

2024

Marine oil spill detection using improved polarimetric feature based on polarization SAR image

Dawei Wang, Shasha Song, Junfang Yang, Mingming Xu, Dongmei Song, Jie Guo, Jianhua Wan, Shanwei Liu

International Journal of Remote Sensing

DOI

2023

Combined Retrieval of Oil Film Thickness Using Hyperspectral and Thermal Infrared Remote Sensing

Junfang Yang, Yabin Hu, Yi Ma, Meiqi Wang, Ning Zhang, Zhongwei Li, Jie Zhang

Remote Sensing

DOI

2023

An improved lightweight model for oil spill detection using dual-polarization SAR image

Dawei Wang, Shanwei Liu, Mingming Xu, Junfang Yang, Jianhua Wan

DOI

2023

Hyperspectral Marine Oil Spill Monitoring Using a Dual-Branch Spatial–Spectral Fusion Model

Junfang Yang, Jian Wang, Yabin Hu, Yi Ma, Zhongwei Li, Jie Zhang

Remote Sensing

DOI

2023

Thermal Infrared Detection of Oil Film Thickness at Sea: Airborne and Portable Thermal Imagers are Used in One Experiment

Meiqi Wang, Junfang Yang, Shanwei Liu, Jianhua Wan, Jie Zhang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

DOI

2023

Oil Spills and Emulsions Identification Using Random Forest Model

Ning Zhang, Junfang Yang, Jie Zhang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

DOI

2023

An improved semantic segmentation model based on SVM for marine oil spill detection using SAR image

Dawei Wang, Shanwei Liu, Chao Zhang, Mingming Xu, Junfang Yang, Muhammad Yasir, Jianhua Wan

Marine Pollution Bulletin

DOI

2023

Quantitative Inversion Ability Analysis of Oil Film Thickness Using Bright Temperature Difference Based on Thermal Infrared Remote Sensing: A Ground-Based Simulation Experiment of Marine Oil Spill

Meiqi Wang, Junfang Yang, Shanwei Liu, Jie Zhang, Yi Ma, Jianhua Wan

Remote Sensing

DOI

2023

Identification of marine oil spill pollution using hyperspectral combined with thermal infrared remote sensing

Junfang Yang, Yabin Hu, Jie Zhang, Yi Ma, Zhongwei Li, Zongchen Jiang

Frontiers in Marine Science

DOI

2023

A Multilevel Spatial and Spectral Feature Extraction Network for Marine Oil Spill Monitoring Using Airborne Hyperspectral Image

Jian Wang, Zhongwei Li, Junfang Yang, Shanwei Liu, Jie Zhang, Shibao Li

Remote Sensing

DOI

2023

Quantitative Inversion of Oil Film Thickness Based on Airborne Hyperspectral Data Using the 1DCNN_GRU Model

Meiqi Wang, Junfang Yang, Shanwei Liu, Yanfeng Gu, Mingming Xu, Yi Ma, Jie Zhang, Jianhua Wan

IEEE Transactions on Geoscience and Remote Sensing

DOI

2022

Research on Oil Spill Pollution Type Identification Using Rpnet Deep Learning Model and Airborne Hyperspectral Image

Junfang Yang, Yabin Hu, Yi Ma, Zhongwei Li, Jie Zhang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

DOI

2022

Detection of oil spill based on CBF-CNN using HY-1C CZI multispectral images

Kai Du, Yi Ma, Zongchen Jiang, Xiaoqing Lu, Junfang Yang

Acta Oceanologica Sinica

DOI

2022

Decision Fusion of Deep Learning and Shallow Learning for Marine Oil Spill Detection

Junfang Yang, Yi Ma, Yabin Hu, Zongchen Jiang, Jie Zhang, Jianhua Wan, Zhongwei Li

Remote Sensing

DOI

2021

基于自扩展深度置信网络的原油油膜绝对厚度反演研究

姜宗辰，马毅，杨俊芳

《海洋科学》

2021

高光谱特征波段在海洋典型溢油油种识别中的精度评估

杨俊芳，万剑华，马毅，姜宗辰，胡亚斌

《海洋科学》

2021

海面太阳耀斑区的溢油光学遥感CNN检测方法研究

杜凯，马毅，姜宗辰，杨俊芳

《海洋科学》

2020

Inversion of the Thickness of Crude Oil Film Based on an OG-CNN Model

Zongchen Jiang, Yi Ma, Junfang Yang

Journal of Marine Science and Engineering

DOI

2020

Characterization analysis and identification of common marine oil spill types using hyperspectral remote sensing

Junfang Yang, Jianhua Wan, Yi Ma, Jie Zhang, Yabin Hu

International Journal of Remote Sensing

DOI

2019

Oil Spill Hyperspectral Remote Sensing Detection Based on DCNN with Multi-Scale Features

Junfang Yang, Jianhua Wan, Yi Ma, Jie Zhang, Yabin Hu, Zongchen Jiang

Journal of Coastal Research

DOI

2019

Research on Object-Oriented Decision Fusion for Oil Spill Detection on Sea Surface

Junfang Yang, Jianhua Wan, Yi Ma, Yabin Hu

IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

DOI

2018

OIL SPILL AISA+ HYPERSPECTRAL DATA DETECTION BASED ON DIFFERENT SEA SURFACE GLINT SUPPRESSION METHODS

Junfang Yang, Guoai Ren, Yi Ma, L. Dong, Jianhua Wan

The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences

DOI

杨俊芳

精选作品

期刊论文

海洋溢油智能光学遥感技术研究进展（特邀）

基于增量稀疏主成分分析的海面乳化油高光谱轻量化识别模型

LTF-MSPCNet: A synergistic approach combining attention mechanisms and local texture features for oil spill segmentation in SAR images

Quantitative Retrieval of Water-in-Oil Emulsions Thickness Using Airborne Hyperspectral Remote Sensing: A Ground-Based Oil Spill Experiment

Mapping oil spills under varying sun glint conditions using a diffusion model with spatial-spectral-frequency constraints

QOSM-U2CANet: a deep learning framework for normalized oil spill thickness and concentration mapping using multispectral satellite imagery

MS3OSD: A Novel Deep Learning Approach for Oil Spills Detection Using Optical Satellite Multisensor Spatial-Spectral Fusion Images

基于U-NET的双分支海上SAR溢油检测模型

SR-SqueezeNet: A lightweight hyperspectral identification model for oil spills based on smoothed activation functions

Identification of marine oil spill types based on multi-source remote sensing data using multi-scale dynamic convolution model

Hyperspectral remote sensing identification of marine oil emulsions based on the fusion of spatial and spectral features

Hyperspectral remote sensing identification of marine oil spills and emulsions using feature bands and double-branch dual-attention mechanism network

Marine oil spill detection using improved polarimetric feature based on polarization SAR image

Combined Retrieval of Oil Film Thickness Using Hyperspectral and Thermal Infrared Remote Sensing

An improved lightweight model for oil spill detection using dual-polarization SAR image

Hyperspectral Marine Oil Spill Monitoring Using a Dual-Branch Spatial–Spectral Fusion Model

Thermal Infrared Detection of Oil Film Thickness at Sea: Airborne and Portable Thermal Imagers are Used in One Experiment

Oil Spills and Emulsions Identification Using Random Forest Model

An improved semantic segmentation model based on SVM for marine oil spill detection using SAR image

Quantitative Inversion Ability Analysis of Oil Film Thickness Using Bright Temperature Difference Based on Thermal Infrared Remote Sensing: A Ground-Based Simulation Experiment of Marine Oil Spill

Identification of marine oil spill pollution using hyperspectral combined with thermal infrared remote sensing

A Multilevel Spatial and Spectral Feature Extraction Network for Marine Oil Spill Monitoring Using Airborne Hyperspectral Image

Quantitative Inversion of Oil Film Thickness Based on Airborne Hyperspectral Data Using the 1DCNN_GRU Model

Research on Oil Spill Pollution Type Identification Using Rpnet Deep Learning Model and Airborne Hyperspectral Image

Detection of oil spill based on CBF-CNN using HY-1C CZI multispectral images

Decision Fusion of Deep Learning and Shallow Learning for Marine Oil Spill Detection

基于自扩展深度置信网络的原油油膜绝对厚度反演研究

高光谱特征波段在海洋典型溢油油种识别中的精度评估

海面太阳耀斑区的溢油光学遥感CNN检测方法研究

Inversion of the Thickness of Crude Oil Film Based on an OG-CNN Model

Characterization analysis and identification of common marine oil spill types using hyperspectral remote sensing

Oil Spill Hyperspectral Remote Sensing Detection Based on DCNN with Multi-Scale Features

Research on Object-Oriented Decision Fusion for Oil Spill Detection on Sea Surface

OIL SPILL AISA+ HYPERSPECTRAL DATA DETECTION BASED ON DIFFERENT SEA SURFACE GLINT SUPPRESSION METHODS

会议论文

基于机载高光谱数据的油包水乳化物厚度反演

研究方向