Ecological Informatics

Article	Citations
Plant leaf disease classification using EfficientNet deep learning model	372
BirdNET: A deep learning solution for avian diversity monitoring	194
A comparison between Ensemble and MaxEnt species distribution modelling approaches for conservation: A case study with Egyptian medicinal plants	188
Fish detection and species classification in underwater environments using deep learning with temporal information	132
Dense convolutional neural networks based multiclass plant disease detection and classification using leaf images	118
A systematic review on hyperspectral imaging technology with a machine and deep learning methodology for agricultural applications	103
Data augmentation approaches for improving animal audio classification	89
“How many images do I need?” Understanding how sample size per class affects deep learning model performance metrics for balanced designs in autonomous wildlife monitoring	87
A biological image classification method based on improved CNN	79
A novel CNN-LSTM-based approach to predict urban expansion	75
Insect pest image detection and recognition based on bio-inspired methods	73
A pipeline for identification of bird and frog species in tropical soundscape recordings using a convolutional neural network	73
An evaluation of feature selection methods for environmental data	71
Identification of disease using deep learning and evaluation of bacteriosis in peach leaf	61
Analysis on change detection techniques for remote sensing applications: A review	59
Modeling forest fire risk based on GIS-based analytical hierarchy process and statistical analysis in Mediterranean region	58
VirLeafNet: Automatic analysis and viral disease diagnosis using deep-learning in Vigna mungo plant	58
Classification and detection of insects from field images using deep learning for smart pest management: A systematic review	58
WilDect-YOLO: An efficient and robust computer vision-based accurate object localization model for automated endangered wildlife detection	57
Machine learning based wildfire susceptibility mapping using remotely sensed fire data and GIS: A case study of Adana and Mersin provinces, Turkey	57
Energy consumption and environmental degradation nexus: A systematic review and meta-analysis of fossil fuel and renewable energy consumption	56
Machine-learning modelling of fire susceptibility in a forest-agriculture mosaic landscape of southern India	54
Predicting potential suitable habitats of Chinese fir under current and future climatic scenarios based on Maxent model	53
Mapping forest fire susceptibility using spatially explicit ensemble models based on the locally weighted learning algorithm	53
Spatial correlation evolution and prediction scenario of land use carbon emissions in China	52

A review of drought monitoring with big data: Issues, methods, challenges and research directions	51
Individual tree crown delineation from high-resolution UAV images in broadleaf forest	49
A critical review on water quality index tool: Genesis, evolution and future directions	48
High performing ensemble of convolutional neural networks for insect pest image detection	46
Modeling habitat suitability of Houttuynia cordata Thunb (Ceercao) using MaxEnt under climate change in China	46
Prediction of wetland area and depth using linear regression model and artificial neural network based cellular automata	44
Effects of sample size and network depth on a deep learning approach to species distribution modeling	44
A deep learning ensemble model for wildfire susceptibility mapping	42
Spatial differentiation of traditional villages using ArcGIS and GeoDa: A case study of Southwest China	41
Forecasting vegetation indices from spatio-temporal remotely sensed data using deep learning-based approaches: A systematic literature review	40
Improved deep learning framework for fish segmentation in underwater videos	40
A novel multi-head CNN design to identify plant diseases using the fusion of RGB images	37
Identifying and classifying plant disease using resilient LF-CNN	37
Impact of LUCC on landscape pattern in the Yangtze River Basin during 2001–2019	37
A robust deep attention dense convolutional neural network for plant leaf disease identification and classification from smart phone captured real world images	36
From local spectral species to global spectral communities: A benchmark for ecosystem diversity estimate by remote sensing	36
Evaluation of different DEMs for gully erosion susceptibility mapping using in-situ field measurement and validation	36
Deep learning based drought assessment and prediction framework	35
Spectral analysis using LANDSAT images to monitor the chlorophyll-a concentration in Lake Laja in Chile	35
Application of virtual reality teaching method and artificial intelligence technology in digital media art creation	35
Research on landscape design system based on 3D virtual reality and image processing technology	35
Identification of animals and recognition of their actions in wildlife videos using deep learning techniques	34
Review of machine learning techniques for mosquito control in urban environments	34
BLeafNet: A Bonferroni mean operator based fusion of CNN models for plant identification using leaf image classification	33
Convolutional neural network based encoder-decoder architectures for semantic segmentation of plants	32
YOLO-Fish: A robust fish detection model to detect fish in realistic underwater environment	32
Bioclimatic variables from precipitation and temperature records vs. remote sensing-based bioclimatic variables: Which side can perform better in species distribution modeling?	32
Detection and classification of marine mammal sounds using AlexNet with transfer learning	32
Detection and classification of chilli leaf disease using a squeeze-and-excitation-based CNN model	32
Urban green and blue space changes: A spatiotemporal evaluation of impacts on ecosystem service value in Bangladesh	32
A new approach of deep neural computing for spatial prediction of wildfire danger at tropical climate areas	31
Evolution of research on circular economy and related trends and topics. A thirteen-year review	31
Naïve Bayes ensemble models for groundwater potential mapping	31
3D-CNN based UAV hyperspectral imagery for grassland degradation indicator ground object classification research	30
Watershed prioritization using morphometric analysis by MCDM approaches	30
LEMOXINET: Lite ensemble MobileNetV2 and Xception models to predict plant disease	30
Pollution characteristics and risk assessment of heavy metals in the soil of a construction waste landfill site	30
Amazon forest cover change mapping based on semantic segmentation by U-Nets	29
Development of new Ecological Susceptibility Index (ESI) for monitoring ecological risk of river corridor using F-AHP and AHP and its application on the Mayurakshi river of Eastern India	29
Using phylogenetic information to impute missing functional trait values in ecological databases	29
Improving forest above ground biomass estimates over Indian forests using multi source data sets with machine learning algorithm	29
Using RS/GIS for spatiotemporal ecological vulnerability analysis based on DPSIR framework in the Republic of Tatarstan, Russia	29
Regional-scale vegetation-climate interactions on the Qinghai-Tibet Plateau	29
A novel classifier for improving wetland mapping by integrating image fusion techniques and ensemble machine learning classifiers	28
Spatiotemporal variation in vegetation coverage and its driving factors in the Guanzhong Basin, NW China	27
GIS-based spatial prediction of recreational trail susceptibility in protected area of Sikkim Himalaya using logistic regression, decision tree and random forest model	27
Flood susceptibility mapping using extremely randomized trees for Assam 2020 floods	27
Modeling the response of negative air ions to environmental factors using multiple linear regression and random forest	27
Predicting current and future distributions of Mentha pulegium L. in Tunisia under climate change conditions, using the MaxEnt model	27
Groundwater suitability assessment based on water quality index and hydrochemical characterization of Suri Sadar Sub-division, West Bengal	27

Effects of class imbalance on resampling and ensemble learning for improved prediction of cyanobacteria blooms	27
Projected shifts in the distribution range of Asiatic black bear (Ursus thibetanus) in the Hindu Kush Himalaya due to climate change	26
Effects of street orientation and tree species thermal comfort within urban canyons in a hot, dry climate	26
Comparative analysis between AHP and ANP in prioritization of ecosystem services - A case study in a rice field area raised in the Guadalquivir marshes (Spain)	25
Deep transfer learning model for disease identification in wheat crop	25
A comparison of supervised machine learning algorithms for mosquito identification from backscattered optical signals	25
An empirical analysis of tourism eco-efficiency in ecological protection priority areas based on the DPSIR-SBM model: A case study of the Yellow River Basin, China	25
Spatiotemporal evolutions and driving factors of green development performance of cities in the Yangtze River Economic Belt	25
Evaluation and comparison of the earth observing sensors in land cover/land use studies using machine learning algorithms	25
Eff-UNet++: A novel architecture for plant leaf segmentation and counting	25
Accurate mapping of Brazil nut trees (Bertholletia excelsa) in Amazonian forests using WorldView-3 satellite images and convolutional neural networks	24
Predicting Water Quality Index (WQI) by feature selection and machine learning: A case study of An Kim Hai irrigation system	24
Combined role of economic openness, financial deepening, biological capacity, and human capital in achieving ecological sustainability	24
Application of machine learning approaches for land cover monitoring in northern Cameroon	24
Automatic underwater fish species classification with limited data using few-shot learning	23
A method for automatic real-time detection and counting of fruit fly pests in orchards by trap bottles via convolutional neural network with attention mechanism added	23
Application of Google earth engine python API and NAIP imagery for land use and land cover classification: A case study in Florida, USA	23
Spatial relationships between NDVI and topographic factors at multiple scales in a watershed of the Minjiang River, China	23
POLLEN73S: An image dataset for pollen grains classification	23
Modelling the susceptibility of wetland plant species under climate change in the Mekong Delta, Vietnam	23
On loss functions and CNNs for improved bioacoustic signal classification	23
Evolutionary overview of water resource management (1990–2019) based on a bibliometric analysis in Web of Science	23
Identifying the contradiction between the cultivated land fragmentation and the construction land expansion from the perspective of urban-rural differences	22
Exploring the development of scientific research on Marine Protected Areas: From conservation to global ocean sustainability	22
Assessing the impacts of meteorological factors on soybean production in China: What role can agricultural subsidy play?	22
A novel deep learning method for maize disease identification based on small sample-size and complex background datasets	22
A quantitative detection algorithm based on improved faster R-CNN for marine benthos	22
Monitoring and driving force analysis of spatial and temporal change of water area of Hongjiannao Lake from 1973 to 2019	22
Towards an integrated forest fire danger assessment system for the European Alps	22
Quantitative assessment of the importance of bio-physical drivers of land cover change based on a random forest method	22
Acoustic detection of regionally rare bird species through deep convolutional neural networks	21
Analysis of ecological resilience to evaluate the inherent maintenance capacity of a forest ecosystem using a dense Landsat time series	21
A novel method based on time series satellite data analysis to detect algal blooms	21
A reporting format for leaf-level gas exchange data and metadata	21
Detection of citrus black spot disease and ripeness level in orange fruit using learning-to-augment incorporated deep networks	21
Forecasting the effects of bioclimatic characteristics and climate change on the potential distribution of Colophospermum mopane in southern Africa using Maximum Entropy (Maxent)	21
Semantic segmentation of seagrass habitat from drone imagery based on deep learning: A comparative study	21
Passive acoustic monitoring of animal populations with transfer learning	21
Predictive mapping of two endemic oak tree species under climate change scenarios in a semiarid region: Range overlap and implications for conservation	21
Predicting potential occurrence of pine wilt disease based on environmental factors in South Korea using machine learning algorithms	20
How do transportation-based environmental taxation and globalization contribute to ecological sustainability?	20
Vegetation coverage changes driven by a combination of climate change and human activities in Ethiopia, 2003–2018	20
RVFR: Random vector forest regression model for integrated & enhanced approach in forest fires predictions	20
Integrating remote sensing with swarm intelligence and artificial intelligence for modelling wetland habitat vulnerability in pursuance of damming	20
Modeling potential hotspots of invasive Prosopis juliflora (Swartz) DC in India	20
Monitoring landscape fragmentation and aboveground biomass estimation in Can Gio Mangrove Biosphere Reserve over the past 20 years	20
Modeling alterations in flow regimes under changing climate in a Mediterranean watershed: An analysis of ecologically-relevant hydrological indicators	20
Change in cereal production caused by climate change in Malaysia	20
Naive Bayesian fusion based deep learning networks for multisegmented classification of fishes in aquaculture industries	19
Enhanced radial basis function neural network for tomato plant disease leaf image segmentation	19
Vegetation recovery and recent degradation in different karst landforms of southwest China over the past two decades using GEE satellite archives	19
Deep learning-based multi-task prediction system for plant disease and species detection	19
An improved real-time water quality monitoring embedded system with IoT on unmanned surface vehicle	19
Dealing with clustered samples for assessing map accuracy by cross-validation	19
Land degradation risk dynamics assessment in red and lateritic zones of eastern plateau, India: A combine approach of K-fold CV, data mining and field validation	19
Underwater object detection based on bi-dimensional empirical mode decomposition and Gaussian Mixture Model approach	18
Spatio–temporal variation of vegetation heterogeneity in groundwater dependent ecosystems within arid environments	18
Vegetation responses to variations in climate: A combined ordinary differential equation and sequential Monte Carlo estimation approach	18
Recognition and counting of typical apple pests based on deep learning	18
Study on the temporal and spatial distribution of chlorophyll a in Erhai Lake based on multispectral data from environmental satellites	18
Remote sensing-derived land surface temperature trends over South Asia	18
New image dataset and new negative sample judgment method for crop pest recognition based on deep learning models	18
RolWinMulCor: An R package for estimating rolling window multiple correlation in ecological time series	18
Temporal and spatial differentiation in the surface recovery of post-seismic landslides in Wenchuan earthquake-affected areas	18
An intelligent and cost-effective remote underwater video device for fish size monitoring	18
Deep learning for supervised classification of temporal data in ecology	18
Data-driven analysis of global research trends in bioacoustics and ecoacoustics from 1991 to 2018	18
Hybrid convolution neural network model for a quicker detection of infested maize plants with fall armyworms using UAV-based images	17
Ethogram-based automatic wild animal monitoring through inertial sensors and GPS data	17
Sweet potato leaf detection in a natural scene based on faster R-CNN with a visual attention mechanism and DIoU-NMS	17
Automatic strawberry leaf scorch severity estimation via faster R-CNN and few-shot learning	17
Based investigate of beehive sound to detect air pollutants by machine learning	17
New generation neurocomputing learning coupled with a hybrid neuro-fuzzy model for quantifying water quality index variable: A case study from Saudi Arabia	17
Detecting outliers in a univariate time series dataset using unsupervised combined statistical methods: A case study on surface water temperature	17
Field-scale rice yield prediction from Sentinel-2 monthly image composites using machine learning algorithms	17
Spatial and temporal population change in the Tehran Metropolitan Region and its consequences on urban decline and sprawl	17
Deep learning for the prediction and classification of land use and land cover changes using deep convolutional neural network	17
A fuzzy rule-based model to assess the effects of global warming, pollution and harvesting on the production of Hilsa fishes	17
Identifying wildlife observations on twitter	17
A machine learning algorithm-based approach (MaxEnt) for predicting invasive potential of Trioza erytreae on a global scale	17

Prediction of daily global solar radiation and air temperature using six machine learning algorithms; a case of 27 European countries	17
Exploring the forms of wetland modifications and investigating the causes in lower Atreyee river floodplain area	17
Adaptive linear feature-reuse network for rapid forest fire smoke detection model	17
Aggregation as an antipredator strategy in the rock-paper-scissors model	16
Numerical analysis of factors, pace and intensity of the corona virus (COVID-19) epidemic in Poland	16
Evaluation of water quality based on UAV images and the IMP-MPP algorithm	16
Advances in image acquisition and processing technologies transforming animal ecological studies	16
DLMC-Net: Deeper lightweight multi-class classification model for plant leaf disease detection	16
Spatiotemporal evolution of desertification based on integrated remote sensing indices in Duolun County, Inner Mongolia	16
A review of deep learning techniques used in agriculture	16
Delineation of field boundary from multispectral satellite images through U-Net segmentation and template matching	16
Principal component analysis of incomplete data – A simple solution to an old problem	16
Investigation of climate, land cover and lake level pattern changes and interactions using remotely sensed data and wavelet analysis	16
Impact of climatic changes and anthropogenic activities on ecosystem net primary productivity in India during 2001–2019	16
Integrating data and analysis technologies within leading environmental research infrastructures: Challenges and approaches	16
Rural smart tourism under the background of internet plus	15
Effects of hydrological modification on fish habitability in riparian flood plain river basin	15
A spatio-temporal LSTM model to forecast across multiple temporal and spatial scales	15
Using a two-stage convolutional neural network to rapidly identify tiny herbivorous beetles in the field	15
Spatio-temporal air quality analysis and PM2.5 prediction over Hyderabad City, India using artificial intelligence techniques	15
Analysis of potentially suitable habitat within migration connections of an intra-African migrant-the Blue Swallow (Hirundo atrocaerulea)	15
Multi-class fish stock statistics technology based on object classification and tracking algorithm	15
Quantifying the mitigation of temperature extremes by forests and wetlands in a temperate landscape	15
Computer vision technique for freshness estimation from segmented eye of fish image	15
Remote sensing-based assessment of ecosystem health by optimizing vigor-organization-resilience model: A case study in Fuzhou City, China	15
Influencing factors and multi-scenario prediction of China's ecological footprint based on the STIRPAT model	15
Identification of the most suitable afforestation sites by Juniperus excels specie using machine learning models: Firuzkuh semi-arid region, Iran	15
Identifying sand and dust storm sources using spatial-temporal analysis of remote sensing data in Central Iran	15
Drift path of green tide and the impact of typhoon “Chan-hom” in the Chinese Yellow Sea based on GOCI images in 2015	15
Using Web images to train a deep neural network to detect sparsely distributed wildlife in large volumes of remotely sensed imagery: A case study of polar bears on sea ice	14
Benefits of machine learning and sampling frequency on phytoplankton bloom forecasts in coastal areas	14
Regional thermal analysis approach: A management tool for predicting water temperature metrics relevant for thermal fish habitat	14
Artificial intelligence for carbon emissions using system of systems theory	14
What are we talking about? Sika deer (Cervus nippon): A bibliometric network analysis	14
A new survey method using convolutional neural networks for automatic classification of bird calls	14
An open-source framework to model present and future marine species distributions at local scale	14
Fusing multi-season UAS images with convolutional neural networks to map tree species in Amazonian forests	14
Spatiotemporal dynamic decoupling states of eco-environmental quality and land-use carbon emissions: A case study of Qingdao City, China	14
Long-term trends in herring growth primarily linked to temperature by gradient boosting regression trees	14
Carbon emission accounting and spatial distribution of industrial entities in Beijing—Combining nighttime light data and urban functional areas	14
Image-based insect species and gender classification by trained supervised machine learning algorithms	14
Development of QSAR models for prediction of fish bioconcentration factors using physicochemical properties and molecular descriptors with machine learning algorithms	14
FishPhyloMaker: An R package to generate phylogenies for ray-finned fishes	14
Improving the resolution of UAV-based remote sensing data of water quality of Lake Hachiroko, Japan by neural networks	14
Evaluating the effect of ecological policies from the pattern change of persistent green patches–A case study of Yan'an in China's Loess Plateau	14
Role of existing and emerging technologies in advancing climate-smart agriculture through modeling: A review	14
Evolution of water-use efficiency in the Yangtze River Economic Belt based on national strategies and water environment treatment	13
A review of automatic recognition technology for bird vocalizations in the deep learning era	13
Construction and optimization of ecological networks in karst regions based on multi-scale nesting: A case study in Guangxi Hechi, China	13
A systematic study of the class imbalance problem: Automatically identifying empty camera trap images using convolutional neural networks	13
Determination of urban pollution islands by using remote sensing technology in Moscow, Russia	13
Deep learning-based models for temporal satellite data processing: Classification of paddy transplanted fields	13
Forecasting environmental factors and zooplankton of Bakreswar reservoir in India using time series model	13
Effects of climate change, coal mining and grazing on vegetation dynamics in the mountain permafrost regions	13
Assessment of soil erosion risk using an integrated approach of GIS and Analytic Hierarchy Process (AHP) in Erzurum, Turkiye	13
3DUNetGSFormer: A deep learning pipeline for complex wetland mapping using generative adversarial networks and Swin transformer	13
Quantifying the impacts of opencast mining on vegetation dynamics over eastern India using the long-term Landsat-series satellite dataset	13
Machine learning-based spatial-temporal assessment and change transition analysis of wetlands: An application of Google Earth Engine in Sylhet, Bangladesh (1985–2022)	13
Ecological gradients hosting plant communities in Himalayan subalpine pastures: Application of multivariate approaches to identify indicator species	13
Improving the classification of invasive plant species by using continuous wavelet analysis and feature reduction techniques	13
Deep learning-based segmentation for disease identification	13
Distributed Delay Model and Von Foerster's equation: Different points of view to describe insects' life cycles with chronological age and physiological time	13
Modeling for multi-temporal cyanobacterial bloom dominance and distributions using landsat imagery	13
Panel semiparametric quantile regression neural network for electricity consumption forecasting	13
Effects of abiotic factors on plant diversity and species distribution of alpine meadow plants	13
How to construct a coordinated ecological network at different levels: A case from Ningbo city, China	13
Comparison and empirical analysis of the urban economic development level in the Yangtze River urban agglomeration based on an analogical ecosystem perspective	13
Shi-Tomasi corner detector for cattle identification from muzzle print image pattern	13
Service accessibility of ecological nodes: An exploratory way to enhance network connectivity in a study case of Wu'an, China	13
A bibliometric review of ecological research on the Qinghai–Tibet Plateau, 1990–2019	13
Monitoring deforestation in Jordan using deep semantic segmentation with satellite imagery	13
FishSounds Version 1.0: A website for the compilation of fish sound production information and recordings	13
Climate change and its impacts on Vietnam agriculture: A macroeconomic perspective	13
Synthesizing and analyzing long-term monitoring data: A greater sage-grouse case study	12
Identifying prioritized planting areas for medicinal plant Thesium chinense Turcz. under climate change in China	12
Correcting the effect of sampling bias in species distribution modeling – A new method in the case of a low number of presence data	12
An Open Science approach to infer fishing activity pressure on stocks and biodiversity from vessel tracking data	12
Automatic interpretation of salmon scales using deep learning	12
Application of geographical information system (GIS) in reducing accident blackspots and in planning of a safer urban road network: A review	12
Real-time water quality monitoring of River Ganga (India) using internet of things	12
Habitat distribution modeling of endangered medicinal plant Picrorhiza kurroa (Royle ex Benth) under climate change scenarios in Uttarakhand Himalaya, India	12
Applications of computer vision and machine learning techniques for digitized herbarium specimens: A systematic literature review	12
Predicting the potential sites of Chromolaena odorata and Lantana camara in forest landscape of Eastern Ghats using habitat suitability models	12
Estimation algorithm for chlorophyll-a concentrations in water from hyperspectral images based on feature derivation and ensemble learning	12
Optimization of species distribution models using a genetic algorithm for simulating climate change effects on Zagros forests in Iran	12
Automated classification of bat echolocation call recordings with artificial intelligence	12
Developing wetland landscape insecurity and hydrological security models and measuring their spatial linkages	12
A recognition method of multispectral images of soybean canopies based on neural network	12
Identification and measurement of tropical tuna species in purse seiner catches using computer vision and deep learning	12
Modeling of migratory beekeeper behaviors with machine learning approach using meteorological and environmental variables: The case of Turkey	12
SILIC: A cross database framework for automatically extracting robust biodiversity information from soundscape recordings based on object detection and a tiny training dataset	12
A hidden Markov model with selective time domain feature extraction to detect inshore Bryde's whale short pulse calls	12
CNN and transformer framework for insect pest classification	12
A novel beach litter analysis system based on UAV images and Convolutional Neural Networks	12
Towards understanding the role of islandness in shaping socio-ecological systems on SIDS: The socio-ecological islandscape concept	12