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I have 15 security-camera videos recorded at a petrol pump, each running for roughly 10 hours (about 150 hours of footage in total). For every vehicle that appears, I need two key pieces of information captured: • the half-hour time-slot in which it arrived (e.g., 09:00–09:30, 09:30–10:00, etc.) • how long that vehicle remained on the premises Within each 30-minute bin, please provide a count of vehicles in the following hierarchy: Broad classes – 2 Wheeler – 3 Wheeler – 4 Wheeler – Truck — Bus — Tractor — other special vehicles Detailed 4-wheeler breakdown (as requested via the form) SUV, Sedan, Hatchback, Pickup Truck, Van Heavy & special-vehicle breakdown Truck, Bus, Tractor, JCB, or any other special vehicle you observe The final deliverable is a clean Excel workbook where each row represents a half-hour slot and each column holds: • count of each sub-category listed above • average dwell time (in minutes) for that sub-category during the slot Please make sure the spreadsheet is easy to audit: include an “Observations” sheet with any assumptions or anomalies you notice (e.g., obstructed camera view, simultaneous arrivals, etc.). Accuracy matters more than speed, so feel free to use manual tallying, computer-vision tools, or a hybrid approach—whatever gives reliable results. I will supply download links to the videos once we start. Let me know if anything about the format or required metrics is unclear.
Mã dự án: 40324759
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4 freelancer chào giá trung bình ₹2.038 INR cho công việc này

As an accomplished data scientist and machine learning expert with specific expertise in computer vision, I am confident that I'm the ideal fit to tackle your project. Over the years, I've developed a robust understanding of statistical and quantitative analysis, which will be highly beneficial for the counting and classification aspect of your project. I have hands-on experience working with large sets of visual data, employing a hybrid approach that combines both manual tallying and sophisticated computer-vision tools. This approach guarantees reliable and precise results - a critical factor for your project. Additionally, my proficiency in time series forecasting using models like ARIMA and LSTM aligns perfectly with your need to determine vehicle count and dwell time per half-hour slot. With me on board, you're getting not just a proficient freelancer but also a collaborative partner who genuinely cares about delivering results that exceed expectations. I look forward to discussing more details about your project soon!
₹1.050 INR trong 7 ngày
6,1
6,1

Hello, I have already completed a similar project successfully. Project review: https://www.freelancer.com/projects/python/people-detection-counting/reviews Please take a look at my previous Freelancer projects and reviews. Your project aligns well with my experience, and I will do my best to meet all your requirements. My core expertise is in object detection, tracking, and counting. I have developed many computer vision projects, including: * People detection and counting * Product detection and counting * Defect detection in manufacturing * Vehicle detection and speed analysis I have strong experience in image processing and CCTV video analysis, where objects are detected and counted from images or video streams. For your project, I will: 1. Train a model using annotated data to generate optimized weights 2. Develop the detection system based on the trained model 3. Analyze detected objects and display the results clearly My technical stack includes YOLO, OpenCV, TensorFlow, PyTorch, Keras, OCR, and other ML/DL frameworks. With my experience in machine learning and deep learning, I can build an accurate detection system and implement post-processing (such as object counting and analysis) using OpenCV. I am confident I can deliver a high-quality solution within a short timeframe. Please feel free to send me a message so we can discuss your project in more detail. I look forward to hearing from you. Thank you.
₹1.050 INR trong 1 ngày
5,1
5,1

As a seasoned data professional with a proven track record in data analysis, processing, and visualization, I am confident in my ability to deliver the precise and detailed vehicle counting report you need. My extensive experience with Excel and Google Sheets means that I am well-versed with the tools necessary to handle large volumes of data effectively, from cleaning and organizing to generating insights and visually presenting datasets. I assure you that accuracy is my highest priority; I will take the time needed to ensure that every piece of information is accounted for correctly. My fluency in both English and Hindi will also be a huge asset considering these videos are from India, making it easy for me to understand any nuances or regional aspects that may come up during the project. Additionally, my skills in translating between both languages could prove helpful if there are any language barriers within the content or during communication. Let me help you transform weeks-worth of footage into a meticulously organized Excel book without missing a beat—or vehicle! Choose me for this project, and you can expect nothing short of top-quality service and timely delivery—a commitment I'll uphold with respect. With me, you'll have a competent partner to navigate your data needs effectively and efficiently. I look forward to starting this exciting project together!
₹5.000 INR trong 1 ngày
4,0
4,0

Hi, - I understand your requirement: process ~150 hours of CCTV footage to detect vehicles, assign 30-min arrival slots, compute dwell time, and classify into detailed categories (2W/3W/4W + SUV/Sedan/Hatchback etc.), with high accuracy and auditability - Approach: hybrid system → computer vision for detection + tracking, event layer for entry/exit and dwell time, aggregation into time slots, and manual review for edge cases (occlusion, low light, unclear types) - Output: clean Excel workbook with per-slot counts, average dwell times, and an “Observations” sheet for anomalies; can also include an audit sheet if needed - Reusability: solution can be reused for future videos without code changes - Clarifications: a) Single or multiple cameras (overlap)? b) Are timestamps reliable? c) How is premises boundary defined? d) Any night/low-light footage? e Do you want event-level audit data? - Timeline: ~1 week for initial results with validation and refinement Happy to review a sample clip and confirm accuracy before full processing. Thanks
₹1.050 INR trong 7 ngày
0,0
0,0

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