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Machine Learning Based Vehicle Classification System

min $50 USD / hour

Closed
Posted over 3 years ago

min $50 USD / hour

I need an application that can recognize the vehicle class in a toll lane and tell my software what kind of vehicle it is (car, bus, truck, LCV, etc.) along with a count of wheels on the vehicle. The system should also be able to recognize the registration details of the vehicle from its registration plate. Please see the specifications document in the attachment along with a short video showing another software's vehicle classification feature live in action. The developer will be required to hand over the entire code and document everything, along with making user manuals for the installation of the software on the CV server, analytics VM and the toll lane computer. The developer will also be required to maintain the software (which will of course be paid for by the hour). Desired vehicle classification system accuracy: 98% or above Desired vehicle number plate recognition system accuracy: 100% Data to train the deep learning model can be provided on demand. The developer will have to let me know what kind of data is needed (static pictures, video, etc.)
Project ID: 27507121

About the project

18 proposals
Remote project
Active 3 yrs ago

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18 freelancers are bidding on average $51 USD/hour for this job
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Hey! I am having 4+ years of Industry Experience in Machine Learning, Deep Learning,Natural Language Processing, and Computer Vision Applications. I have worked on 30+ Machine Learning ,Deep Learning and Computer Vision Projects My Skills: OpenCV, TensorFlow, PyTorch, Keras,NLTK Supervised and Unsupervised Machine Learning Reinforcement Learning, Recommendation systems Message me to discuss more details
$50 USD in 40 days
4.8 (64 reviews)
5.7
5.7
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Hi, there. I am a machine learning engineer with 5+ years of hands-on experience in computer vision. Carefully checked your requirements. Hope to work for you with this project. Best regards, Sgadou
$50 USD in 40 days
4.9 (14 reviews)
5.0
5.0
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I worked as a Lead Engineer in Honeywell Aerospace till 2020 in various areas such as machine learning/Computer Vision, Object tracking and Sensor Fusion . I have been specialized in Deep Learning and CNN. Experience in Computer Vision and real time Object Detection by YOLO, Resnet, Inception Models using Videos and Images and Object tracking using Optical Flow and Kalman Filters. Also familiar with Sensor fusion using Kalman Filter. I performed the following projects: Object Tracking and Trajectory Estimation of Vehicles using Kalman Filter and Mask R-CNN on UA DETRAC dataset. Evaluated the below metrics for Object Tracking Intersection over union (IoU), Mean Average Precision (mAP) Accuracy Evaluated the below metrics for Trajectory Estimation Average Loss Motion estimation with optical flow using the Lucas–Kanade method. This is sparse optical flow Motion estimation using Shi-Tomasi corner detection Developed the YOLO Model using Transfer Learning as object detector to detect objects in both images and video streams using Deep Learning, OpenCV, and Python. Developed the Mask R-CNN alogorithm for object detection to detect objects in both images and video streams using Deep Learning, OpenCV, and Python.
$50 USD in 40 days
5.0 (1 review)
4.8
4.8
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Hi, We at Tecogno are a team of Passionate Data Science, Full Stack professionals having more than five years of combined experience in multiple areas including Backend, Frontend, Machine learning (ML) and Artificial Intelligence (AI). We have developed multiple projects for object detection, Pose estimation, Object tracking etc and also trained them well to attain high level of accuracy. We have a strong command over Python, OpenCv, Tensorflow, Bert, Albert, RingNet, BodyNet, Flame Model, Java, MongoDB, Node.js, WebRTC, Media servers, Turn servers, Codecs, Twilio, Google API's etc. Thus we are capable of fulfilling all your requirements for building model for vehicle classification for Indian road Tolls. For further information please refer to our Profile or visit or website. Looking forward to working with you. Thanks!
$50 USD in 40 days
4.6 (3 reviews)
5.1
5.1
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Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several companies and have done projects involving high level quantitative analysis and data interpretation skills to study the trends, time behaviour and compare the variables in the data. I can do advanced level analysis in SPSS, R, PYTHON, WEKA, TABLEAU, POWER BI, and EXCEL tools like machine learning, deep learning, AI, NLP, hypothesis testing, forecasting, T-test, ANOVA etc. Looking forward to discussion, Best Regards, Suyash
$50 USD in 40 days
4.3 (23 reviews)
5.6
5.6
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Hi I am David Galic, an experienced Computer Vision expert. Luckily, I have developed lots of vehicle detection projects and to complete this project, we will have to use deep learrning models, which are not heavy because it has to support real-time process, or if you can use GPU, we can use the heavier model, which can support higher accuracy. Of course, I can support the accuracy as you need in this project description. I am very glad to place a bid in this exciting project which is very similar to my previous works. I sincerely hope you keep in touch with me to discuss the project. Best wishes David
$50 USD in 40 days
5.0 (4 reviews)
4.4
4.4
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Hi bro, I am Ahmed. I have a Master's degree in Computer Science from Europe. I can create your vehicle classification system. I am a Computer Vision expert. Please contact me to discuss more in detail.
$50 USD in 30 days
5.0 (7 reviews)
4.5
4.5
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Hello, I am a professional machine learning developer with 5+ years of experience in this domain. I have gone through your requirement I can do your project. Please message me with full details i'll get back to you ASAP.
$50 USD in 40 days
0.0 (0 reviews)
0.0
0.0
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Hy I have read your all detail about recognize the vehicle on the base of type. we will train our model on all type of vehicle and integarte it. We are already working on such project. We are still working on such type project. We are creative development force that dives deep to understand the cause by the roots and provides efficient, effective technical solutions to improve processes for businesses large & small. We never undergo development straight away, we break our process to plan, brainstorm, wireframe, high-fidelity visuals, development, QA, Launch and post-development improvements. We are expert in HTML, CSS, Bootstrap,PHP, Laravel, Codeigniter, NoteJS, Websites, Swift, Java, ML, AI, Deep learing, python, XML, Server integration, JavaScript, SEO, ASO, MongoDB, WordPress. just inbox me for more detail Thanks Nabeel H.
$50 USD in 40 days
0.0 (0 reviews)
0.0
0.0
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Hi, I hope you are doing good !! I have read your attached PDF and have also seen the video and have understood the requirement as what you are looking for. Also let me know are you using any device or any third party API to recognize the details of the vehicles. Let's connect so we can also discuss regarding the CV sever more. I'm having experts team of Machine learning developers with great experience. and have completed many projects. Waiting to hear from you. Best, Sanjay Modasia
$50 USD in 40 days
0.0 (0 reviews)
0.0
0.0
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I can do this project. I have 7.5 years of experience in artificial intelligence, data science, deep learning, machine learning, python, SQL, Tensorflow, Pytorch, Scikit-learn, pandas
$50 USD in 50 days
0.0 (0 reviews)
0.0
0.0
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Hi, We are a team of data science and ML/AI experts who excel across multiple areas with more than twenty five years of combined experience. We hold expertise in Python, Backend Architecture (micro-services, Kubernetes), Data Science, Machine Learning, NLP, Deep Learning (CNN, RNN/LSTM/GRU, Attention based architectures), Reinforcement Learning, Time Series Analysis, Data Visualisations, DevOps, Web scraping and Big Data including Hadoop, Spark, MongoDb, Elastic Search, Redis and NoSQL databases. We have worked with several MNCs in the domain of Travel, Telecom, Media, Oil & Gas, Messaging and other verticals. We have developed products driven by AI technology innovations with full-stack end-to-end design and development on Cloud (AWS + GCP) over terabytes of transactional and clickstream data.  Specific Computer Vision projects developed by us from scratch to full scale deployment include: Human face to animation face. FACS ( Facial Action Coding System) Recognition. Video Recognition and Video Synthesis using GANs. Voice to video Generation using GANs 3D Body measurements from a single image. Computer Vision based applications including personalised avatar and animation creation given image and video inputs For details about our capability and projects we have completed you can check our profile. Looking forward to assist you. Warm Regards.
$60 USD in 40 days
0.0 (0 reviews)
0.0
0.0

About the client

Flag of INDIA
Gurgaon, India
5.0
1
Member since Jan 11, 2018

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