MATLAB vs. MatConvNet vs. Oracle Spatial and Graph Comparison


MATLAB The MathWorks	MatConvNet VLFeat	Oracle Spatial and Graph Oracle	+
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About MATLAB® combines a desktop environment tuned for iterative analysis and design processes with a programming language that expresses matrix and array mathematics directly. It includes the Live Editor for creating scripts that combine code, output, and formatted text in an executable notebook. MATLAB toolboxes are professionally developed, rigorously tested, and fully documented. MATLAB apps let you see how different algorithms work with your data. Iterate until you’ve got the results you want, then automatically generate a MATLAB program to reproduce or automate your work. Scale your analyses to run on clusters, GPUs, and clouds with only minor code changes. There’s no need to rewrite your code or learn big data programming and out-of-memory techniques. Automatically convert MATLAB algorithms to C/C++, HDL, and CUDA code to run on your embedded processor or FPGA/ASIC. MATLAB works with Simulink to support Model-Based Design.	About The VLFeat open source library implements popular computer vision algorithms specializing in image understanding and local features extraction and matching. Algorithms include Fisher Vector, VLAD, SIFT, MSER, k-means, hierarchical k-means, agglomerative information bottleneck, SLIC superpixels, quick shift superpixels, large scale SVM training, and many others. It is written in C for efficiency and compatibility, with interfaces in MATLAB for ease of use, and detailed documentation throughout. It supports Windows, Mac OS X, and Linux. MatConvNet is a MATLAB toolbox implementing Convolutional Neural Networks (CNNs) for computer vision applications. It is simple, efficient, and can run and learn state-of-the-art CNNs. Many pre-trained CNNs for image classification, segmentation, face recognition, and text detection are available.	About Graph databases, part of Oracle’s converged database offering, eliminate the need to set up a separate database and move data. Analysts and developers can perform fraud detection in banking, find connections and link to data, and improve traceability in smart manufacturing, all while gaining enterprise-grade security, ease of data ingestion, and strong support for data workloads. Oracle Autonomous Database includes Graph Studio, with one-click provisioning, integrated tooling, and security. Graph Studio automates graph data management and simplifies modeling, analysis, and visualization across the graph analytics lifecycle. Oracle provides support for both property and RDF knowledge graphs, and simplifies the process of modeling relational data as graph structures. Interactive graph queries can run directly on graph data or in a high-performance in-memory graph server.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
Audience Modeling, simulation, and programming software that can be hosted in the cloud or on-premise	Audience Anyone in need of a deep learning software	Audience Graph database and graph analytics solution for IT teams
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API	API Offers API
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Pricing No information available. Free Version Free Trial	Pricing No information available. Free Version Free Trial	Pricing No information available. Free Version Free Trial
Reviews/Ratings Overall 4.7 / 5 ease 4.5 / 5 features 4.9 / 5 design 4.8 / 5 support 4.8 / 5 Read all reviews	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software
Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information The MathWorks Founded: 1984 United States www.mathworks.com	Company Information VLFeat United States www.vlfeat.org/matconvnet/	Company Information Oracle Founded: 1977 United States www.oracle.com/database/graph/
Alternatives Posit	Alternatives IBM Watson Machine Learning Accelerator IBM	Alternatives Oracle Spatial Oracle
PrimeSim HSPICE Synopsys	LiveLink for MATLAB Comsol Group	GraphBase FactNexus
LabVIEW NI	DataMelt jWork.ORG	InfiniteGraph Objectivity
LiveLink for MATLAB Comsol Group	MATLAB The MathWorks	PuppyGraph
RunMat Dystr View All	VisionPro Deep Learning Cognex View All	Amazon Neptune Amazon View All
Categories Backtesting CAD Computer-Aided Engineering (CAE) Data Science Data Visualization Embedded Software Development Engineering Financial Risk Management Fraud Detection Mechanical Engineering Predictive Analytics Programming Languages Simulation Statistical Analysis	Categories Deep Learning	Categories GIS Graph Databases Smart Factory
Show More Features CAD Features 2 1/2-Axis Milling 2D Drawing 3-Axis Milling 3D Modeling 4-Axis Milling 5-Axis Milling Civil Collaboration Database Connectivity Design Analysis Design Export Document Management Electrical Hole Making Mechanical Mechatronics Presentation Tools Simulate Cycles Spiral Output Structural Engineering Toolpath Simulation User Defined Cycles Engineering Features 2D Drawing 3D Modeling Chemical Engineering Civil Engineering Collaboration Design Analysis Design Export Document Management Electrical Engineering Mechanical Engineering Mechatronics Presentation Tools Structural Engineering Financial Risk Management Features Compliance Management Credit Risk Management For Hedge Funds Liquidity Analysis Loan Portfolio Management Market Risk Management Operational Risk Management Portfolio Management Portfolio Modeling Risk Analytics Benchmarks Stress Tests Value At Risk Calculation Simulation Features 1D Simulation 3D Modeling 3D Simulation Agent-Based Modeling Continuous Modeling Design Analysis Direct Manipulation Discrete Event Modeling Dynamic Modeling Graphical Modeling Industry Specific Database Monte Carlo Simulation Motion Modeling Presentation Tools Stochastic Modeling Turbulence Modeling Statistical Analysis Features Analytics Association Discovery Compliance Tracking File Management File Storage Forecasting Multivariate Analysis Regression Analysis Statistical Process Control Statistical Simulation Survival Analysis Time Series Visualization	Show More Features Deep Learning Features Convolutional Neural Networks Document Classification Image Segmentation ML Algorithm Library Model Training Neural Network Modeling Self-Learning Visualization	Show More Features GIS Features 3D Imagery Census Data Integration Color Coding Geocoding Image Exporting Image Management Internet Mapping Interoperability Labeling Map Creation Map Sharing Near-Matching Reverse Geocoding Spatial Analysis
Integrations Apache NetBeans BrainWave 6 Candera CGI Studio Cline Codebeamer Devika EASA Hitex SafeTpal Innoslate LDRA Tool Suite Macrobond OpenCV PMD Plotly Dash Pop!_OS QGIS Splint Syndeia Wing Python IDE Show More Integrations View All 78 Integrations	Integrations Apache NetBeans BrainWave 6 Candera CGI Studio Cline Codebeamer Devika EASA Hitex SafeTpal Innoslate LDRA Tool Suite Macrobond OpenCV PMD Plotly Dash Pop!_OS QGIS Splint Syndeia Wing Python IDE Show More Integrations	Integrations Apache NetBeans BrainWave 6 Candera CGI Studio Cline Codebeamer Devika EASA Hitex SafeTpal Innoslate LDRA Tool Suite Macrobond OpenCV PMD Plotly Dash Pop!_OS QGIS Splint Syndeia Wing Python IDE Show More Integrations View All 2 Integrations
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