Find Jobs
Hire Freelancers

Enhancing YoloL8 Road Damage Detection

$250-750 USD

In Progress
Posted 4 months ago

$250-750 USD

Paid on delivery
I'm currently using a YoloL8 model, which can be found at [login to view URL], to detect road damage. My dataset is sourced from [login to view URL] Despite achieving a reasonable F1 of 65%, I'm seeking a higher score for better accuracy. Below are areas where your expertise would be appreciated: - Accuracy Improvement: Specifically, I am looking for an enhancement in the F1 score. So ideally, you'd have a proven track record in improving model accuracy. - Undefined Strategy: Since I haven't settled on a distinct strategy to train the YOLOv8 model, any insights or suggestions on this would be welcome. Knowledge of using pre-trained weights, training from scratch, or employing data augmentation techniques would be advantageous. Whilst I have not set a strict timeframe for completion, timeliness will be appreciated. Please bid if you're confident you can enhance the accuracy of this detecting model.
Project ID: 37656102

About the project

41 proposals
Remote project
Active 4 mos ago

Looking to make some money?

Benefits of bidding on Freelancer

Set your budget and timeframe
Get paid for your work
Outline your proposal
It's free to sign up and bid on jobs
Awarded to:
User Avatar
Hey! I've worked on a number of projects similar to this one. I have a lot of experience and knowledge in this field. My knowledge of business also gives me an advantage in this situation. Looking forward for the opportunity. Thanks
$500 USD in 7 days
5.0 (33 reviews)
5.6
5.6
41 freelancers are bidding on average $430 USD for this job
User Avatar
Thank you for considering my application for this project. As an AI Engineer and Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Deep Learning. I have carefully reviewed the project description and am eager to discuss your specific needs and requirements in more detail. My commitment is to provide dedicated support and consistent follow-up throughout the project's lifecycle. Please feel free to reach out to me to further discuss how I can contribute to the success of your project. Looking forward to the opportunity of working together. Best regards, KuroKien
$400 USD in 1 day
4.9 (219 reviews)
6.6
6.6
User Avatar
Yo! I am professional Machine Learning developer with skills including Machine Learning (ML) and Python. I am Big Data Processing, Machine learning/Computer Vision expert. My programming languages: - Python 2.X, 3.X. - C++ - C# - Php, javascript, java. Examples of worked on: - Bank/Fiscal/Salary/Receipt Document reading, ID/License/Passport card reading. - Traffic Management System using Deep learning object detection(Web/desktop application) - ALPR/ANPR using Deep learning OCR(GPU/CPU-web/desktop/mobile app) - Pdf to text converting application using CRNN OCR. - Face verification. - Eye disease recognition using Image recognition(Tensorflow/Pytorch/Caffe) - Stock/product cost prediction, Stock candle pattern recognition using TensorFlow RNN, and image processing. - Web scrapping. AI platforms I have experienced. - Tensorflow 1.x, 2.x - YOLO v2/v3 - Google Cloud Vision/Document API, AWS Textract API, Azure, and so on. - Caffe 1.0/2.0 - Pytorch. - MxNet Please send a message to discuss more about this project. Thanks & regards
$250 USD in 5 days
4.6 (21 reviews)
6.2
6.2
User Avatar
Hi, we have developed so many research projects using MATLAB/python. Expert in optimization and prediction. if you need any query related to this projects, kindly contact us through chat, Thank you.
$500 USD in 7 days
4.9 (19 reviews)
5.5
5.5
User Avatar
Hello, I specialize in improving model accuracy and have a proven track record in boosting F1 scores. With expertise in YOLOv8 and the ultralytics library, I can provide insights on training strategies, including pre-trained weights and data augmentation. Timeliness is a priority. Let's discuss enhancing the accuracy of your road damage detection model. Looking forward to achieving outstanding results together. Best, Dev Singh
$650 USD in 5 days
5.0 (15 reviews)
5.3
5.3
User Avatar
With my combination of full-stack development skills and expertise in advanced technologies such as MEAN/MERN, I'm confident that I can significantly enhance the accuracy of your road damage detection model. Not only am I well-versed in using YOLOv8 models and working with pre-trained weights, but I can also approach this from fresh angles when needed. As a developer, I am skilled in strategizing, problem-solving and providing positive user experiences which I believe will prove invaluable as we seek to achieve a higher F1 score. In addition to my technical skills, I have extensive experience with version control practices like Git which will keep us organized every step of the way. My proficiency in AWS services could also come into play if needed for optimizing infrastructure or running experiments stress-free. In terms of timing, I understand the importance of timeliness and will do my utmost best to deliver within reasonable timelines without compromising quality. To top it all off, my bid comes not just from professional obligation but also from personal passion - ensuring systematic efficiency and quality assurance are where I thrive. Looking forward to collaborating on this project to beef up accuracy on your YOLOL8 road damage detectionći. With me on board, you don't only get a Python expert; you get an experienced full stack developer committed to your project's success. Shall we get started?
$500 USD in 7 days
5.0 (5 reviews)
5.3
5.3
User Avatar
Hello, I am , an Azure AI Engineer certified, and a highly skilled and experienced AI, machine learning, and deep learning professional with a strong background in data analysis and modeling such as YOLO. I have a proven track record of delivering results utilizing Azure and AWS Cloud services. Please kindly give me a chance to work on your project
$350 USD in 2 days
4.6 (19 reviews)
5.3
5.3
User Avatar
Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences. Please contact me to discuss the project in more details. Waiting for your contact now... Thanks. Best Regards.
$250 USD in 3 days
4.7 (8 reviews)
4.7
4.7
User Avatar
Hello, I hope all is well with you. I've taken the time to review your project description and I am excited to help you in providing an exceptional solution tailored to your needs. I specialize in Python programming, machine learning, data analysis, and various forms of automation. My expertise also extends to Natural Language Processing (NLP), General AI, chatbots, and neural networks. I would love to discuss your project in more detail during a quick chat. To give you an idea of my capabilities, I invite you to check out some of my recent work that demonstrates my skill set: Custom Data Analysis Tools Automated Reporting Systems Chatbot Implementations NLP-Based Text Summarizers Neural Network Models for Classification Tasks Thank you for considering my services. I'm looking forward to the possibility of working together. Best regards, Qamar
$500 USD in 7 days
3.7 (9 reviews)
4.7
4.7
User Avatar
I ca enhance the YOLOv8 road damage detection model. I am a freelancer having 7 years of experience in Python Language Development. I'm having the following skills in python: ◈ Object-Oriented Programming (OOP) in python ◈ R programming ◈ Jupyter notebook and Google Colab ◈ Data structures and Algorithms ◈ Web development with frameworks such as Django, Flask, and Streamlit and others ◈ Machine learning, deep learning, and Artificial Intelligence ◈ Database integration, including SQL and NoSQL ◈ Data analysis and visualizations ◈ Text processing and natural language processing, Tokenization ◈ Debugging and troubleshooting ◈ Functional programming ◈ Tkinter I hope I'm a good candidate for your project. I will deliver your project on time with quality assurance at affordable price. Please message me so that we can discuss more about your project.
$250 USD in 4 days
5.0 (14 reviews)
3.5
3.5
User Avatar
Hello, I've noted your project on improving the accuracy of the YOLOv8 model for road damage detection. With a proven track record in enhancing F1 scores, I can contribute to achieving a higher accuracy level. Additionally, I can provide insights on refining the training strategy for YOLOv8. Let's discuss further. Best regards, imran
$550 USD in 1 day
5.0 (6 reviews)
3.3
3.3
User Avatar
Hi, I am interested in your project. I read your project requirement and it is at what all matches to my skills & passion. I have experience in Python, computer vision, deep learning, labeling, modeling, segmentation & classification. Please share your colab notebook with me. I will try some more transfer learning approach. Regards Basically, I am a Robotic engineer & have done Masters in Computer vision & Deep learning Currently, I am doing research in deep learning model using CNN & other techniques I am used to provides my services on other Freelancer platforms as well I would like to discuss some further questions with you on chat. Looking forward to working with you. Best regards, USama
$250 USD in 7 days
4.9 (4 reviews)
3.3
3.3
User Avatar
Hi. I am interested in this job. ✅I am a motivated AI expert with 8 years experience ✅ Your job post is exciting and I am ready to start this project immediately. Python, Django, Yolo, Machine Learning, Flask, Pytorch, Computer vision, OpenCV, Image/Video Watermarking, Algorithm, Javascript, C++, C#, Git Let's discuss further via chat. Looking forward to your response! Victor
$500 USD in 7 days
5.0 (2 reviews)
2.9
2.9
User Avatar
As a veteran data scientist with over 15 years of experience, I've delved deep into the world of image processing and data analysis. In my extensive career, I have tackled numerous challenging projects involving computer vision, object detection and classification, and image segmentation - areas that are highly relevant to enhancing your YoloL8 model for road damage detection. If chosen for this project, I will bring all my skills to bear in improving the accuracy of your model and increasing its F1 score. Not only do I possess technical proficiency in C/C++, Python, MATLAB/Mathematica, VB, Java and R - but I can also boast of knowing when and how to employ them optimally to enhance the performance of ML models. Bear in mind that my capability goes beyond just working on the code; I'm adept in guiding you through an undefined strategy. Thus, I will be suggesting new approaches to training your model such as utilizing pre-trained weights, training from scratch or employing data augmentation techniques. Ultimately, with me on board not only will you get high-quality solutions but also valuable insights every step of the way.
$250 USD in 2 days
5.0 (2 reviews)
2.9
2.9
User Avatar
Hi Ee E. It seems like you're looking for a senior engineer who can complete the project - Enhancing YoloL8 Road Damage Detection. I am writing to express my keen interest in your project since I have definitely worked on the similar projects in the past. Proven Track Record: I have a solid track record of successfully completing projects similar to yours, with positive feedback from satisfied clients. Technical Expertise: My extensive experience in IT development equips me with the skills needed to navigate the complexities of Python and Machine Learning (ML). Deadline Commitment: I understand the importance of timelines and am committed to delivering your project on schedule. With over 7 years of experience in IT development, I have successfully delivered projects similar to yours. My expertise spans a range of technologies and platforms, and I am confident in my ability to provide you with high-quality work within the specified deadline. I am eager to discuss your project further and explore how my skills align with your vision. A conversation would allow me to better understand your specific requirements and share insights on how we can achieve your goals. Best regards, Paulo
$300 USD in 7 days
5.0 (1 review)
2.6
2.6
User Avatar
I am damn sure that I can complete this project "Enhancing YoloL8 Road Damage Detection" beyond your expectations and within your given time and budget. I am a specialized writer who has been providing professional writing services since 2017 and I have 800+ reviews with 4.8 ratings. In this industry, to produce 100% output the most important thing is the “CREATIVITY” because every time clients demand something “Unique, New & Better”. Since 2017, I have found myself highly creative and this is the main reason for my success because I have achieved the 99% client satisfaction ratio. I have mastered multiple writing skills such as; Investor Ready Business Plans, Pitch Deck Presentations, Financial Models, Feasibility Reports, ATS Resume/CV, Job-winning Cover Letters, Optimized LinkedIn Profiles, White Papers, Grants, Press Releases, Biographies, Speeches, Letters, Website Contents, Articles, Blogs, Book/eBooks, Product Descriptions, and Editing and Proofreading. Please click on the "Award" button to hire me. I am waiting for you, "Thank You"
$250 USD in 1 day
5.0 (4 reviews)
2.6
2.6
User Avatar
I have read and understood all your project details "Enhancing YoloL8 Road Damage Detection" and I feel my self the best candidate to complete this project with 100 percent accuracy. I am Faisal Mahmood, I have more than 10 Years of experience in crafting tailored solutions for success, including; Business Plans, Pitch Decks, Feasibility Reports, Resumes, Cover Letters, and LinkedIn profiles. Over the past ten years, I have consistently delivered exceptional results, helping clients navigate the competitive landscape with precision and finesse. With a proven track record spanning ten years, I bring a wealth of experience to every project, ensuring not just quality but a profound understanding of evolving industry dynamics. My approach is rooted in precision, innovation, and a relentless pursuit of perfection, setting a standard that goes beyond expectations. I am damn sure that you will love my services, try me once at least. I am anxiously waiting for your messages.
$250 USD in 1 day
4.0 (3 reviews)
3.0
3.0
User Avatar
With 12+ years of experience in AI & ML and exceptionally strong proficiency in computer vision techniques, I believe I am the perfect fit for your project. Having worked extensively with Python libraries such as TensorFlow, Keras, PyTorch, OpenCV - your project requirements align perfectly with my expertise. My proficiency in utilizing these libraries to improve model accuracy coupled with my knack for using different training strategies (pre-trained weights, training from scratch, data augmentation) make me an ideal candidate for this task. I understand the importance of achieving higher F1 scores in image processing. My experience perfectly aligns with your need for accuracy enhancement with YOLOv8 model and dataset. In addition to improving your existing YOLOL8 model, I have also honed my skills in using large dataset technologies like Hadoop, Spark and Kafka which can be helpful if your dataset is huge. Lastly, I appreciate the value of timeliness in project deliveries without compromising quality. Having met strategic deadlines for over a decade throughout my career, you can be rest assured that your project will be given utmost priority. Let's collaborate to further enhance your road damage detection through YoloL8!
$500 USD in 7 days
4.8 (7 reviews)
2.6
2.6
User Avatar
Hello. I hope you are doing well. I have 10 years of experiences in ML & DL, Computer Vision & Image Processing. I have handled Object detection/recognition, Image classification, OCR, ANPR/ALPR, Time-series forecasting, Pose estimation, Face emotion recognition using CNN/RCNN/RNN/LSTM/GNN/GAN/SVM/SVR/... and C/C++/Python/Matlab(Pytorch, Tensorflow, Keras, tesseract, pandas, numpy and so on). I can provide you with the perfect result on time. Please cContact me so that we can discuss the details of the project. Thank you for your time.
$250 USD in 3 days
4.7 (3 reviews)
2.4
2.4
User Avatar
Good day! With a focus on improving the accuracy of your YOLOv8 model for road damage detection, I bring a proven track record in enhancing model performance, particularly in achieving higher F1 scores. Leveraging my expertise in machine learning and Python, I will analyze your existing model, implement advanced training strategies, and fine-tune hyperparameters to boost accuracy. I am experienced in working with YOLO models and understand the nuances of strategies such as using pre-trained weights and effective data augmentation techniques. Timely delivery and a commitment to achieving superior accuracy are my priorities for this project. Thanks
$250 USD in 7 days
5.0 (1 review)
1.8
1.8
User Avatar
Enhancing YoloL8 Road Damage Detection My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction by providing them with TOP Quality Solutions. I have command of all references APA, Harvard, IEEE, MLA & Chicago, etc. I will provide plagiarism-free work with 100 percent accurate grammar within your given deadline. Please message me to get Top Class Services. I am waiting; https://www.freelancer.com/u/TopWritingGuru
$250 USD in 1 day
5.0 (1 review)
1.0
1.0

About the client

Flag of UNITED ARAB EMIRATES
Abu Dhabi, United Arab Emirates
0.0
0
Payment method verified
Member since Apr 28, 2022

Client Verification

Other jobs from this client

AI to get measure
$30-250 USD
Thanks! We’ve emailed you a link to claim your free credit.
Something went wrong while sending your email. Please try again.
Registered Users Total Jobs Posted
Freelancer ® is a registered Trademark of Freelancer Technology Pty Limited (ACN 142 189 759)
Copyright © 2024 Freelancer Technology Pty Limited (ACN 142 189 759)
Loading preview
Permission granted for Geolocation.
Your login session has expired and you have been logged out. Please log in again.