# Intelligence traffic monitoring system ### About Due to a huge number of vehicles ,very busy road and parking which may not be possible manually as a human being, tends to get fatigued due to monotonous nature of the job and they cannot keep track of the vehicles when there are multiple vehicles are passing in a very short time. So modern cities need to establish effective automatic systems for traffic management and scheduling. The objective of this project is to design and develop an accurate and automatic number plate recognition system, Automatic traffic light control using google Api live traffic density data, smart fine system and also We can track the lost vehicle using vehicle number plate detection and find its location by google Map API. Intelligent Traffic Monitoring System (ITMS) is an image processing and machine learning technology to identify vehicles by their license plates and we uses the microService of google API for live traffic density. ### Features 1. License plate number recognition. 2. Matching the plate number with Database. 3. Intelligence traffic light control using live traffic density data. 4. Show traffic density of particular area for some duration of month in form of graph. 5. Online Vehicle license registration. 6. Smart fine system. ###Applications 1. Automated track the location of stolen vehicle 2. Anti-Theft/ Vehicle detection. 3. Traffic light automation ,no requirement of Traffic police. 4. Smart fine /E Challan Systems. 5. Car Parking / Automatic Toll Deduction. 6. Law Enforcement 7. VIP/Ambulance path Clearance 8. Help the government to take ● Increase the efficiency of existing transport infrastructure ● Develop a license plate recognition system, ● Build a smart fine system and in future enhancement automated fine systems for vehicles. ● Live Traffic detection system and automated traffic light control system. ● Predict the traffic density using machine learning for specific areas by its previous data. ● Automated lost vehicle detection system and information to administration. ● Handle traffic congestion using automated light control system. ### Installation * Clone the project. * Run `yarn install` to install the dependencies. * Run `yarn start` to view the project in action. ### OpenCV Demo to Count Vehicles * In "countingCars" directory, run 'python count.py' . ### License plate detection go to vehicle_number_by_its_pate folder and type python3 licenseplateDetection.py 1.jpg #secreenshot <img src="./screenshot/IMG_20200901_103735.jpg"> <img src="./screenshot/IMG_20200901_103751.jpg"> <img src="./screenshot/IMG_20200901_103811.jpg"> <img src="./screenshot/IMG_20200901_103826.jpg"> <img src="./screenshot/IMG_20200901_103844.jpg"> <img src="./screenshot/IMG_20200901_103906.jpg"> <img src="./screenshot/IMG_20200901_103943.jpg"> <img src="./screenshot/IMG_20200901_104003.jpg"> <img src="./screenshot/IMG_20200901_104044.jpg"> <img src="./screenshot/IMG_20200902_032314.jpg">

CV integrated project. Including MOT to track cars and pedestrians, object detection and image classification to get license plate content, semantic segmentation to get zebra crossing, tradition method to get area of lanes .etc.

This Intelligent Transportation Systems (ITS) MQTT client based on the JSon ETSI specification transcription provides a ready to connect project for the mobility (connected and autonomous vehicles, road side units, vulnerable road users,...). Let's connect your device or application to our Intelligent Transport Systems (ITS) platform!

Controlling Traffic Lights Using Image Processing

Ruby wrapper for Bangalore Metropolitan Transport Corporation BMTC Intelligent Transport System (ITS) API

Predicting Real Time traffic using Machine learning algorithms - Intelligent transport systems project

An intelligent DBMS-based bus management system for real-time bus tracking, automated seat allocation, fare management, and scheduling. Full-stack solution with a robust database backend and intuitive interface to optimize public transport operations.

The Aim of this project is to design an algorithm that will significantly decrease the trip times of vehicles as well as average car density on the map. Simulations will be used to simulate the Environment. SUMO environment will be utilized to design the road network, apply traffic policies and integrate intelligent algorithms with it. SUMO is a free and open traffic simulation suite that allows modeling of intermodal traffic systems including road vehicles, public transport and pedestrians.

Yang's Post-Doc Work

Intelligent Transportation System

Bangalore Metropolitan Transport Corporation BMTC recently released its Intelligent Transport System (ITS) , But as of now there is no official public api available. This is an approach to build a php wrapper.

No description available

We present DAS sample and 1D-CNN for vehicle classification

A multi agent robot system with team of robot transports targets with context aware intelligent decision making and teamwork.

Bangalore Metropolitan Transport Corporation BMTC recently released its Intelligent Transport System (ITS) , But as of now there is no official public api available. This is an approach to build a python wrapper.

An intelligent Transport Management System leveraging AI/ML. Features include predictive ETA, dynamic routing, proactive vehicle maintenance, and OCR-based POD verification to automate and streamline logistics operations.

Cloud Computing Project

Software-based information system that reduce traffic congestion, provide predictive traffic analytics, and improve the safety of surface transportation systems

No description available

This project aim is to develop a tool for predicting accurate and timely traffic flow Information. Traffic Environment involves everything that can affect the traffic flowing on the road, whether it’s traffic signals, accidents, rallies, even repairing of roads that can cause a jam. If we have prior information which is very near approximate about all the above and many more daily life situations which can affect traffic then, a driver or rider can make an informed decision. Also, it helps in the future of autonomous vehicles. In the current decades, traffic data have been generating exponentially, and we have moved towards the big data concepts for transportation.

Prototype Model Context Protocol (MCP) note-taking system with intelligent auto-tagging powered by local LLMs. Full MCP specification compliance, JSON-RPC 2.0 transport, and robust error handling with graceful fallbacks.

Conveyor-Based Reusable Cup Quality Management System Complete simulation of intelligent conveyor system for reusable cup inspection: Loading → Conveyor Transport → QR Scanning → Visual(Camera) Inspection → Real-time Monitoring → Smart Sorting (Rewash/Discard Conveyors) Built with ROS2 + Gazebo + Automated Quality Control

This repository contains machine learning models for Braking Alert Classification and Risk Score Prediction using synthetic vehicular data. The models are designed for real-time inference and can be integrated into intelligent transport or driver-assistance systems.

This product features an Intelligent Transport System with Multiple object tracking and License Plate detection. Main functions: Multiple object tracking with Re-id support Object counting and area-contour counting License Plate (Vietnam Standard) detection, with text recognition IoT system oriented with Jetson Nano deployment as edged devices

With the development of technology and the evolution of societies, more and more people are using a passenger car, which, combined with the urbanization of the modern times, results in traffic congestion and long delay in passenger movement, especially in large urban centers. Thus, in the context of Intelligent Transport Systems (ITS) and aiming at traffic decongestion, in this diploma thesis a Java and JavaScript application has been developed, that implement network routing algorithms in transport networks to find the shortest route. More specifically, the communication technologies used in ITS, network routing algorithms and protocols were studied and the Dijkstra and Bellman-Ford algorithms were used to develop the application. The algorithms are applied to a graph representing a part of the road network, that is roads are considered as the links and lanterns as the nodes of the graph and the weight of the links indicates the traffic factor that has a road at that moment. The user can select the initial node in which is located, and the system calculates and displays the shortest path to certain specific destinations (e.g. airport, bus station, central points, etc.) defined by the administrator.

3D Furnace by spAnser Advanced Generators by bdew Advanced Solar Panels by SeNtiMeL AdvancedMachines (immibis) by immibis AE2 Stuff by bdew AgriCraft by InfinityRaider Alternate Terrain Generation by TTFTCUTS AOBD 2 by ganymedes01 AppleCore by squeek502 Applied Energistics by AlgorithX2 Aroma1997Core by Aroma1997 Aroma1997s Dimensional World by Aroma1997 AromaBackup by Aroma1997 Artifice by Shukaro AsieLib by asie AutoPackager by smbarbour Back Tools by iChun Backpacks by Eydamos Baubles by Azanor Bdlib by bdew Better Foliage by OctarineNoise Better Records by Stumblinbear Better Sleeping by OndraSter BetterFps by Guichaguri BiblioCraft by Nuchaz Big Reactors by Erogenous Beef Binnie's Mods by Binnie Biomes O' Plenty by TDWP_FTW Adubbz Blue Power by quetzi amadornes K4Unl MineMaarten RavenWhitefang bspkrsCore by bspkrs Buildcraft by CovertJaguar SirSengir Krapht cpw spacetoad Calculator by SonarSonic - Granted Cannibalism by SoraZodia Carbonization by Malorolam Carpenter's Blocks by Mineshopper Cart Livery by octarine_noise Chisel 2 by warlordjones tterrag1098 TheCricket26 Drullkus Chisel Facades by Choonster Chisel Tones by TehNut CodeChickenCore by Chickenbones CoFH Core by CoFH team CoFHLib by Team CoFH Compact Solars by cpw Compact Water Turbines by Gigabit101 ComputerCraft by Dan200 Computronics by asie CoroUtil by Corosauce Custom Main Menu by Lumien - Granted DecoCraft by RazzleberryFox Default World Generator by fireball1725 DenseOres by RWTema Dimensional Anchors by immibis Draconic Evolution by brandon3055 DragonAPI by Reika - Granted Dynamic Crafting Systems by WingsOfLife Electrical Age by Dolu1990 ElectriCraft by Reika - Granted Emasher Defense by Emasher Emasher's Resource by Emasher Emotes by Vazkii Enchanting Plus by Freyjadono mssodin23 GnRSlash Qizzok xkyouchoux Ender Tech by Drayshak EnderIO by CrazyPants EnderStorage by Chickenbones Engineer's Toolbox by Emasher Enhanced Portals by KzariusRex Alz454 Expanded Redstone by Reika - Granted Extra Cells by Leonelf Extra Utilities by RWTema ExtrabiomesXL by Allaryin ScottKillen ExtraTiC by Glassmaker Farseek by delvr FastCraft by Player - Granted FastLeafDecay by Olafski Flans mod and official content packs by jamioflan FloatingRuins by bspkrs Fluxed Trinkets by jaredlll8 Forestry by SirSengir Forestry Extras by wasliebob Forge Multipart by Chickenbones ForgeMultipart Integration by wasliebob FoxLib by Kihira Funky Locomotion by RWTema Galacticraft by Micdoodle8 Gany's End by ganymedes01 KingPurpleRaptor Gany's Nether by ganymedes01 KingPurpleRaptor Gany's Surface by ganymedes01 KingPurpleRaptor Garden Stuff by jaquadro GasCraft by Emasher Gendustry by bdew GeoStrata by Reika - Granted Gravestone Mod by NightKosh Gravitation Suite by SeNtiMeL Growthcraft by Gwafu HarvestCraft by MatrexsVigil Rhodox Hats by iChun Highlands by sdj64 Hopper Ducts Mod by FyberOptic Hunger Overhaul by iguana_man HxC Blocks by DeathToHerobrine HxC Core by DeathToHerobrine HxC Enchants by DeathToHerobrine HxC World Gen by DeathToHerobrine Hydraulicraft by K4Unl iChunUtil by iChun Iguana Tweaks for Tinker's Construct by iguana_man boni IHL Tools and Machines by Foghrye4 Immibis Core by immibis Immibis's Microblocks by immibis Immibis's Peripherals by immibis In-Game Wiki Mod by MineMaarten IndustrialCraft 2 by IC2 Dev Team Intelligent Energistics by thatslch Inventory Tweaks by Kobata IronChests by cpw JABBA by ProfMobius K4Lib by K4Unl LanteaCraft by MichiyoRavencroft LightwaveTweaks by Lightwave8 Liquid XP by immibis MalCore by Malorolam Malisis Core by Ordinastie Malisis Doors by Ordinastie Mantle by mDiyo progwml6 Mapwriter by mapwriter Matter Overdrive by simeonradivoev Mekanism by aidancbrady MicdoodleCore by Micdoodle8 Minecraft Comes Alive by Wildbamaboy MineFactory Reloaded by skyboy026 powercrystals MineMenu by dmillerw MobiusCore by ProfMobius Moo Fluids by TheRoBrit More Chisels by TehNut More Planets Mod by SteveKunG Morph by iChun Morpheus by quetzi MrCrayfish's Furniture Mod by Mr_Crayfish Natura by mDiyo NedoComputers by Andrey73 NEI Addons by bdew NEI Integration by Tonius NetherOres by skyboy026 powercrystals NoMoreRecipeConflict by Stimmedcow GotoLink Not Enough Items by Chickenbones Not Enough Keys by Mr_okushama Nuclear Control by shedar Open Modular Turrets by Poenjabiesous Keridos UntouchedWagons Open Peripheral Intergration by OpenMods boq OpenBlocks by Mikeemoo OpenComputers by Sangar OpenEye by Mikeemoo boq OpenModsLib by Mikeemoo OpenPeripheral Core by Mikeemoo Opis by ProfMobius Particle Man by Corosauce PixelGalaxy by RamiLego4Game PneumaticCraft by MineMaarten Practicalities by jotato Progressive Automation by Vanhal Project Blue by Greg Ewing Project Red by MrTJP Chickenbones qCraft by Dan200 Qmunity Lib by MineMaarten K4Unl & amadornes Quantum Flux by jotato Quick Hotbar Mod by Kulttuuri RadixCore by Wildbamaboy Railcraft by CovertJaguar ReactorCraft by Reika - Granted Redstone Arsenal by CoFH team Refined Relocation by Dynious Remote IO by dmillerw Resource Loader by Lumien RFDrills by goldenapple RFTools by McJty RFWindmill by pieppenguin Ropes+ by AtomicStryker RotaryCraft by Reika - Granted Router Reborn by TomEVoll Sails Addon by Hac_kit_ten - Granted Security Craft by Geforce Ships Mod by Cuchaz Shipwrecks by TheWinslow Simple Achievements by tterrag1098 Simply Jetpacks by Tonius Simply Paths by squeek502 Solar Flux by Nauktis Sophisticated Wolves by NightKosh metroidfood Sound Filters by Tmtravlr Stalker Creepers by AtomicStryker Steve's Carts 2 by Vswe Steve's Workshop by Vswe Streams by delvr Super Crafting Frame by EdgarAllen Super Massive Tech by tterrag Tails by Kihira The Spice of Life by squeek502 Thermal Casting by insaneau Thermal Dynamics by TeamCoFH Thermal Expansion by CoFH team Thermal Foundation by CoFH team Thermal Smeltery by Drullkus TiC Tooltips by squeek502 Tinker's Construct by boni mDiyo Tinker's Mechworks by mDiyo Toolbox by carliman Translocators by Chickenbones ttCore by tterrag Tube Transport System by ShadedDimensions Tubes by Schmoller Useful TNT by Reika Void Monster by Reika - Granted Waila by ProfMobius WAILAPlugins by tterrag WaslieCore by wasliebob Wawla by Darkhax Wireless Redstone CBE by Chickenbones YAFM by AiryBreath Yampst by bilde2910 Zombie Awareness by Corosauce Ztech by Zuxelus Ztones by riciJak

No description available

No description available

ITS Visualizer is a native Android application designed to visualize messages from Intelligent Transport Systems (ITS).

Implemented Federated learning to train CNN models on the local dataset to ensure data privacy. Integrated detection outputs into a blockchain-based smart contract for secure data storage and penalties enforcement. The global model’s accuracy stabilizes around 97.45% by using Adam as an optimizer with a learning rate of 0.001.