YOLOv8 Model Training - Outdoor Object Detection

Greetings, 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

Hello, I have read the outline of your project(YOLOv8 Model Training - Outdoor Object Detection), and I’m sure can solve the task. My background is in statistics and applied mathematics using R/Python programming for model statistics, predictive analytics, machine learning and artificial intelligence. I’m an expert in various model regression, hypothesis analysis, biostatistics(clean-convert-analysis), report in Rmarkdown file html/pdf/word, complete with the charts. Please share your data, I'm available, discuss detailed requirements, budget/time negotiable. Thank you. Best rgds, Bambangpe

Hello Sir. My core skill is in OBJECT DETECTION, TRACKING and COUNTING. I have trained huge size annotated image data using YOLOv8 for object detection. I have expert skill in image processing which detect object and count object from image and video. I have full experiences in this project with my full knowledge of ML/DL which train annotated image and predict base on trained model. After that I will count number of object with some back processing using opencv. I am sure this project and I can finish this task with high quality. Please send me message to discuss your project in more details. Thanks.

## EXPERT ##(Real-time Object Detection Tracking and Counting) DEAR CLIENT, I’ve completed the exact same projects before successfully. I can upload my previous works. Before, using python and YOLOv8, I completed @@Car Detection Tracking and Bidirectional Counting@@ project. Awarding me will be the fastest way to complete your task with the best rates possible. THANK YOU.

Hello, As a seasoned Data Analyst, Machine Learning Engineer, and Sensor Fusion Engineer, my skillset marries seamlessly with the demands of your project. I bring to the table more than 10 years of coding expertise, primarily in Python and C++. Moreover, my knowledge and experience in working with LiDAR and camera sensors along with using OpenCV and PCL strike a fine chord that will definitely contribute to the quality of delivering this project. I have trained several YOLOv4, YOLOv7, and YOLOv8 models. Pls check my portfolio for examples of my previous deep learning and computer vision. Finally, as a PhD researcher at Port Said University focusing on Electrical Engineering branches like Computer Vision and Machine Learning - you can trust that I am up-to-date on cutting-edge advancements relevant to our work. Combining my technical prowess for your project scope with my passion to achieve extraordinary standards makes me uniquely positioned to yield profound outcomes for you. Let's start making measurable strides towards revolutionizing outdoor object detection! Pls chat to discuss further details. I look forward to working with you. Best regards, Mohamed

Hello Dear. I finished many training projects with large size annotation image data using YOLOv8 model for object detection. I have full experiences in real time OBJECT DETECTION, TRACKING and COUNTING. I am working more than 5 yesrs in this field. I have done many object detection and counting project and real time object tracking. I have been done like these projects(People detection and counting, Car detection and counting, Skin cancer detection and caculate size, Tennis and Badminton match analysis involving shuttlecock detection and tracking and so on...) I can use Python and Matlab... I am expert in these fields (YOLO, OCR, OpenCV, Tensorflow, PyTorch, Keras, ML/DL model). I am sure your task and I can deliever good result with high quality. Please discuss your project in more details. Thanks.

Dear,sir. Thanks for your posting. I have full skills and full experiences of this field. I have developed many Image Processing project with every field of image processing. I am expert in these fields (YOLO, OCR, OpenCV, Tensorflow, PyTorch, Keras, ML/DL model). I can finish your project with high quality and on time. Please send me your message to discuss more about your project. I am waiting your reply now. Thanks.

Hello! As an adaptable and highly-skilled python professional, I want to pitch the immense value I can provide in your project. My expertise in Python aligns perfectly with your need for a diligent and problem-solving expert to train your YOLOv8 model for outdoor object detection. Over the years, I have amassed substantial knowledge in developing and optimizing deep learning models for various use cases of image processing and object detection, which makes me well-versed with the YOLOv8 model. One aspect that differentiates me is my extensive experience in training models specifically for outdoor environments, including dealing with typical challenges such as varying lighting conditions. Moreover, my sound understanding of data analysis and database management will be hugely beneficial in performing a comprehensive performance analysis of the trained model. With me on board, you can expect meticulous execution, timely communication along with valuable insights to enhance accuracy. I'm excited about the opportunity to contribute passionately to this project and leverage my skills and experience to ensure exceptional performance standards within a real-time video analysis scenario. Let's collaborate to not just meet but exceed your expectations!

Proposal for Deep Learning Project Introduction: We present a unique solution for your Deep Learning project, setting us apart from other bidders. Our team possesses the expertise and innovation to deliver exceptional results on time and within budget. Technical Expertise: Our team is highly experienced in Deep Learning, particularly in training YOLOv8 models. Our proficiency in object detection and image processing enables us to train accurate and efficient models for outdoor environments. Optimization and Performance Analysis: We meticulously optimize models to maximize accuracy and efficiency. Our performance analysis in variable lighting and weather conditions ensures reliable object detection in real-time applications. Problem-Solving and Execution: Our team has a proven record of solving complex Deep Learning challenges. We proactively tackle issues related to false detection and optimize models to enhance accuracy. Deliverables: - Trained YOLOv8 model for vehicle and building recognition - Detailed performance analysis and optimization report - Well-documented and tested software artifacts Benefits: - Enhanced accuracy and real-time object detection - Mitigation of false detection through problem-solving - Expert guidance and support throughout the project We are confident that our innovative approach and technical expertise will exceed your expectations. We eagerly anticipate the opportunity to contribute to the success of this project.

hello there I hope you are doing well. I have read through your full project details and excited for further information. I am confident that with my 4 years of experience in computer vision, I am able to fine-tune YOLOV 8 for outdoor scenarios and deliver higher accuracy with a small hyperparameter tuning documentation for you in record time. I would like to encourage you to drop a message for better understanding of the Idea. Thanks Akash

EXPERT in(Image processing and Object Detection, Python) Hi, how are you? I checked your detail carefully. I’ve completed the image processing projects before successfully. Before, using python and YOLOv8, I completed @@Car Detection Tracking and Bidirectional Counting@@ project. Awarding me will be the fastest way to complete your task with the best rates possible. THANK YOU.

Hello, I am a researcher and trainer in computer vision, machine and deep learning having PhD in Computer Science with 25+ years of experience. I have worked on several research projects in these domains with few research publications as well. I have strong theoretical knowledge with hands-on experience in AI/ML, Computer Vision, python, OpenCV, Tensorflow, PyTorch, MATLAB etc. I do possess state-of-art knowledge of computer vision topics including image and video processing, image enhancement, image classification, object detection, object recognition, image segmentation, image measurements etc. along with deep learning techniques. I have worked on YOLOv8 for object and vehicle detection and I can work on your project. Real-time video analysis works better with GPUs. So that would be the prerequisite for real-time performance. For accuracy I can train and fine-tune the model for required use-cases. Hope to have further discussions in this regard to know more. Thanks.

I have work experience in can models specially YOLO and have successfully completed and delivered good results in the past

Hello! • I have gone through the job details. I possess the relevant skills and expertise required for this project. • I am experienced in developing Object Detection models using YOLOv8. • Having done several Object Detection projects, I can assure you of delivering top-notch results along with seamless communication throughout. • I have built Fire detection, PPE Kit detection, Bugs detection, etc. models that can detect in real-time or recorded videos. • Some of my work with YOLOv8 is uploaded in the portfolio section of my profile. Please have a look. • I can start working immediately as soon as you share all the specifics. • We can discuss the rest of the details and proceed as per your requirements. Looking forward to working with you! Thank You, Tanveer Singh