Road detectioncông việc

- Tìm hiểu hệ thống phát hiện/phòng chống thâm nhập (Intrusion Detection System/IPS) - Tìm hiểu thuật toán K- NN - Tìm hiểu thuật toán phân cụm SVM. - Tìm hiểu bộ dữ liệu cho hệ thống cảm biến không dây. Xây dựng chương trình thực hiện các công việc: 1. Xây dựng bài toán 2. Chuẩn bị dữ liệu 3. Xây dựng model 4. Thực nghiệm và so sánh đánh giá kêt quả

Mình muốn triển khai model yolov4 object detection lên Iphone để chạy real-time. Model của mình đã được mình train. Ngoài ra mình cũng muốn đem model lên Iphone với chức năng output khoảng cách giữa bounding box center của các vật.Cụ thể là người và mũi xúc đất của xe xúá cả có thể liên hệ trực tiếp với mình để ép giá ?

The image of a mango rolling on a roller conveyor is collected from a webcam. Image processing, surface damage detection. Mangoes are divided into 3 types according to the ratio of damaged area to total area of mango (clarification after starting the project).

Hiện tại em cần viết một chương trình, theo dõi đối tượng theo màu. Bên trên là link hướng dẫn, nhưng em cần làm khác một chút là thay vì set up màu trong code thì làm một cái color picker, tức là khi click chuột vào màu nào thì chương trình sẽ focus vào màu đó, như thế sẽ dễ dùng hơn vì người dùng nhiều khi không thể nắm được thang màu. Hoặc đơn giản hơn, nếu làm cái color picker khó, thì có thể thay bằng thanh công cụ để chọn màu trước khi theo dõi giống như trong paint, ảnh em có để bên dưới Bác nào biết n...

Mình cần làm một luận văn về hướng xử lý ảnh, video như sau: - Bài toán phát hiện làn đường (lane detection, lane tracking) như video sau - Phát hiện và cảnh báo khi xe vượt quá làn đường, nhận dạng và đo khoảng cách xe đối diện. - Áp dụng phương pháp Hough Transform với việc nhận diện làn đường, phân tích đặc trưng Haar để nhận dạng xe ô tô. Do đó mình nghĩ bạn nên chia làm 2 bài riêng như sau: Bài 1: Bài toán phát hiện làn đường (lane detection, lane tracking) và cảnh báo khi xe vượt quá làn đường như video sau Áp d...

Mình cần làm một luận văn về hướng xử lý ảnh, video như sau: - Bài toán phát hiện làn đường (lane detection, lane tracking) như video sau - Phát hiện và cảnh báo khi xe vượt quá làn đường, nhận dạng và đo khoảng cách xe đối diện. - Áp dụng phương pháp Hough Transform với việc nhận diện làn đường, phân tích đặc trưng Haar để nhận dạng xe ô tô. Do đó mình nghĩ bạn nên chia làm 2 bài riêng như sau: Bài 1: Bài toán phát hiện làn đường (lane detection, lane tracking) và cảnh báo khi xe vượt quá làn đường như video sau Áp d...

Em có 1 cái tiểu luận nhỏ và cần code cho chương trình tách biên dùng biến đổi wavelet chạy trên GUI. Liên hệ: email: penguin.0990@ yahoo: penguin.0990 sđt: 0902834913 Mong hồi âm sớm. Cám ơn anh

Em có 1 cái tiểu luận nhỏ và cần code cho chương trình tách biên dùng biến đổi wavelet chạy trên GUI. Liên hệ: email: penguin.0990@ yahoo: penguin.0990 sđt: 0902834913 Mong hồi âm sớm. Cám ơn anh

Em có 1 cái tiểu luận nhỏ và cần code cho chương trình tách biên dùng biến đổi wavelet chạy trên GUI. Liên hệ: email: penguin.0990@ yahoo: penguin.0990 sđt: 0902834913 Mong hồi âm sớm. Cám ơn anh

I'm looking for a professional Shopify developer who can not only revamp my website but also integrate robust fraud detection measures. The ideal candidate should be adept at refining the user interface, enhancing product search functionality, and implementing measures for fraud prevention. For the UI enhancements, I am looking for: - A modern and clean layout that reflects my brand's aesthetics and values - A responsive design that ensures seamless user experience across all devices - User-friendly navigation that makes it easy for visitors to find and purchase products Regarding the product search functionality, the new website should offer: - Autocomplete search suggestions to help users find what they need faster - Advanced filters and sorting options for a more refi...

I'm seeking a skilled and experienced designer to create a large precast block mold. This mold will be used primarily for creating blocks for road construction.

I am in need of a skilled professional who can convert my home design drawings into scale plans suitable for a county site plan. The purpose of this project is not for a building renovation or construction project, but specifically for the county site plan use. Key Inclusions: - Property boundaries - Building footprint - Setbacks from property lines - Drive - Easement road - Walkway - Existing trees as shown in the design - Septic tank Ideal Skills: - Strong understanding of scale plans and architectural drawings i.e. stetchup - Proficiency in using measurements and dimensions to create accurate scale designs - Ability to pay attention to detail and accurately incorporate all required features into the plan - Experience with county site plans would be beneficial but not mandatory...

Title: Product information collection for vehicle <Overview> Please collect product information on vehicles that have or will have the technologies described in the “Technology Description” section below. <Technology Description> This technology is a technique that uses light to draw on the road surface in the direction the car is moving. The light changes direction and color based on the direction the car is moving. For example, the light drawing appears white behind the car when the car is in reverse, and orange on the left rear side of the car when it is making a left turn. <<NOTICE>> The target car brands in this search are limited to Japan, US, and Chinese brands. <Requirements for Payment> ・Submit documentary evidence that clearly...

Looking for a Google Cloud Platform (GCP) expert...Cloud Platform (GCP) expert who can assist with Cloud Functions and Vision API integration and deploy function on google cloud - Your main focus will be integrating Vision API for images batch processing and setting up Cloud Functions. The urls of images will be in excel file in google cloud. The parse result to be placed in columns next to url column. - The data primarily processed with text detection. Ideal Candidate: - Proficient in GCP services, specifically Cloud Functions and Vision API. - Experienced in setting up GCP services for one function. - Skilled in implementing Vision API for image processing. - Strong understanding of data processing in GCP.

1) Implement MOSSE with SCRFD for Java Android 2) Implement it in our app by replacing MLKit and connect it to our engine 3) Replace our engine with ARCface The App must be fast and robust. For the 1st milestone deliverables... implement MOSSE tracking with SCRFD for Java Android running the C++ libs. Create a demo app that runs detection and tracking and: 1. shows boxes and tracking ID for each face detected. 2. model size 3. fps 4. face confidence 5. screen resolution 6. Allow the app to run on Android's both front and back camera 7. add a zoom feature if supported by the device's camera. 8. add an option to upload and process recorded videos. no need to do ui/ux design key point is to integrate c++ library with android app Need to do some test before start Check SC...

...for the NVIDIA Jetson Nano. The application should accurately count cars passing through multiple cameras using RTSP live streams. Key Requirements: Modular Design: The software should have a configurable region of interest (ROI). This will allow customization of the tracking area for different camera setups. The system should support settings for either two-way or single direction vehicle detection, selectable per camera. Multi-Camera Support: The application must handle live feeds from at least three cameras simultaneously without frame skipping. Ensure seamless capturing, detecting, and tracking across all cameras, maintaining high accuracy and performance. Error Handling: Implement robust error handling to ensure the application runs continuously without crashes. Auto-recov...

As an organization, we aim to significantly boost our network security. Thus, we're seeking a skilled professional capable of: - Configuring firewall - Implementing an effective Intrusion Detection System - Establishing secure remote access Unfortunately, we skipped out on specifying our preferred secured remote access service and the size of our network infrastructure during the initial stages. However, we encourage applicants to be fully versatile with VPN, SSH, RDP, and to be equipped to handle infrastructure of various sizes. Prior experience with these areas will be advantageous. Do you have what it takes to help us execute a thorough network security overhaul? If so, we want to hear from you!

...customers search for services like fire mitigation, land clearing, driveway/road building, and excavation, I'd like my company to be prominently displayed. Key Requirements: - Implementing marketing strategies on Facebook and Google, and driving traffic to my website - Focusing on generating leads as the primary goal - Leveraging before and after project photos for audience engagement Ideal Skills: - Proven track record in social media marketing, specifically lead generation - Strong understanding of Facebook and Google advertising platforms - Ability to curate and present engaging content, specifically before and after project photos - Familiarity with the field of fire mitigation, land clearing, driveway/road building, and excavation would be an added advantage. ...

...Python developer to create a security application with robust intrusion detection capabilities. Key Features: - Intrusion Detection: The application must be able to detect and alert me about any potential security breaches. - Log Gathering: I'll need the app to effectively and securely gather logs from IoT devices. - Access Control Management: It should have the ability to manage and control access to the security system. Logging Mechanism: - The application should be able to log activities from sensors and smart home devices effectively. Ideal skills and experience: - Strong Python programming skills, coupled with experience in security applications. - Proficiency in designing and implementing robust intrusion detection systems. - Prior work on IoT devic...

I'm in need of a skilled individual who can design a system that effectively detects overhead power lines. The primary purpose of this system is to prevent accidents from occurring due to the proximity of these power lines. Key Requirements: - Detection Technology: While I'm open to suggestions, I'm leaning towards the use of laser sensors that can accurately detect thin wires. This is crucial as thin power lines can sometimes go unnoticed by traditional detection methods. - Detection Range: The system should be optimized for short-range detection, around 10 meters. This will allow for timely warnings and preventive actions against potential accidents. Ideal Skills and Experience: - Proficiency in sensor technology, particularly laser sensors - ...

I need a professional to connect my OAK PoE camera with a Raspberry Pi 5. I have the camera working perfectly fine on my DELL computer. However, I'm unable to use the camera with my Raspberry Pi 5. This is what I've done so far. 1. I first installed the pip3 and Python 3 Virtual Environment by running. - sudo apt install -y python3-pip python3-virtualenv 2. I then created and activated the Virtual Environment by running. - python3 -m venv projectsenv - source projectsenv/bin/activate 3. Then I installed opencv while inside the virtual environment - pip3 install opencv-contrib-python 4. After that I installed the depthai dependencies for Linux (still in the environment) - sudo wget -qO- | bash 5. Then I installed depthai (still in the environment) - python3 -m pip instal...

I need a professional to connect my OAK PoE camera with a Raspberry Pi 5. I have the camera working perfectly fine on my DELL computer. However, I'm unable to use the camera with my Raspberry Pi 5. This is what I've done so far. 1. I first installed the pip3 and Python 3 Virtual Environment by running. - sudo apt install -y python3-pip python3-virtualenv 2. I then created and activated the Virtual Environment by running. - python3 -m venv projectsenv - source projectsenv/bin/activate 3. Then I installed opencv while inside the virtual environment - pip3 install opencv-contrib-python 4. After that I installed the depthai dependencies for Linux (still in the environment) - sudo wget -qO- | bash 5. Then I installed depthai (still in the environment) - python3 -m pip instal...

...execute an AI-based Android app meant to perform tasks such as image classification and face recognition. An integral requirement for this role is proficiency in the integration of JNI C++ libraries. The foundations of the project include: - Development of an app compatible with Android phones - Integration and enhancement of machine learning algorithms into the app - The app must process object detection & tracking tasks using machine learning The ideal candidate should have: - Prior experience in Android app development - Strong knowledge of machine learning - Proficiency in the integration of JNI C++ libraries Integral to success in this project is a developer's ability to balance technical machine-learning objectives with user-centered design principles. This r...

Need a logo for a civil road construction company COmpany Name : MHF Civil

I am seeking an expert with proficient skills and experience in Artificial Intelligence, Machine Learning, and Data Analysis for the purpose of publishing my research paper in the Expert Systems with Applications Journal. My work utilizes Deep Learning to address Suspicious Action Detection from Surveillance Videos. The ideal candidate should have superb understanding of Behavior Recognition, a technique pivotal to my paper. In this task, the set objectives include: * Editing and proofreading the paper meticulously * Ensuring the subject matter is communicated clearly and effectively * Submitting the paper to the Expert Systems with Applications Journal * Ensuring all the Journal's publishing guidelines are followed diligently Applicants are invited to submit their bids alo...

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I'm looking for a skilled freelancer who can create a system that automatically downloads building and road data from OpenStreetMap in CSV format on a monthly basis or with a html frontend site, where we can "click" in Downloadbutton. Key requirements: - Automate the retrieval of building and road data from OpenStreetMap - Download the data in CSV format - Set up the system to run the download process on a monthly basis optimizely on html frotend with a download button Format of the csv: ID (from OSM), ZIP, City, District of City, Federal State, District, Street, Housenumber If available the Community and the Code of the Community Ideal skills and experience: - Proficient in OpenStreetMap data retrieval - Programming experience to automate data downloads ...

I'm looking for a professional who can develop a Pine script for me that will generate buy/sell trading signals on cryptocurrencies and any other stock or commodity market based on the diversion concept. The deliverables should give me the ability to change the indicator equitation or parameter as i want to toon up the peaks and valleys detection. also he should include the testing and functioning of Pine Script code and Elements to ensure its accuracy in generating Buy/Sell signals. Ideal candidates will have: - Familiarity with TradingView platform and Pine scripting. - A good understanding of trading signals and indicators. - Proven experience with cryptocurrencies and their market trends.

...maximum area coverage and efficient running of the software. 1. Make sure Deep Stack AI is installed on all the cameras to detect motions for only Humans, Machine Movements, Vehicles, Trucks from 50% confidence level 2. For cameras pointing outside the yard perimeter, to create detection zones, i.e. people walking close to the perimeter fence and ignore cars in the main road 3. Ensure settings for recording, is only clips during AI motion detection, no recording at all when there is no motion detected 4. Set the detection clip video file format to MP4 and ensure all playback functionalities are working 5. Ensure all MP4 video file clips are copied to a Network Attached Storage device (NAS) once a day at midnight and are properly tagged with Client ID, camera ...

I am looking for a C programmer to develop a simple keylogger detector specifically for Windows and Linux oper...be on my personal computer. Key Features and Tasks: - The detector should be capable of detecting and alerting keyloggers' presence on the computer. - The detector can have minimal ui. - the detector can only have manula scanning. Ideal Candidate: - Knowledgable in C programming with significant experience in system security programming. - Familiarity with keylogger behaviors and effective detection methods. - Prior experience in developing security software for Windows and Linux operating systems. The end goal of this project is to ensure my personal computer is fairly safe from keyloggers. Looking forward to working with a skilled and experienced professional...

I'm seeking a versatile freelancer to develop an object detection-based localization project. The primary aim is to identify, track, and precisely determine the location of a mobile robot, with a focus on real-time continuous tracking. - Key Tasks: - Develop an object detection tool for a mobile robot - Ensure a high degree of accuracy in real-time continuous tracking - The system will function in an indoor environment Ideal freelancer needs to have skills in robot motion algorithms, machine learning, and a deep understanding of complex robotics-related technologies. Experience in indoor robot localization is a must.

I am looking for a skilled developer or team to create a Python program designed for the efficient detection of surface defects on railway tracks. This tool is essential for ensuring the safety and operational efficiency of rail network covering high-speed and freight tracks. The program needs to be robust, capable of real-time defect detection and analysis, and capable of generating maintenance recommendations. Requirements: - Develop a Python program capable of converting video to images and image enhancement through filter and noise reduction. - It should capable of labeling of images and recognizing various surface defects including cracks, wear, corrosion, fractures, head-checks, wheel burns, rolling contact fatigue (RCF) defects, spells, squats, shelling, and flaking....

I'm urgently seeking a skilled product manager or engineer who can help create a comprehensive 8 month product roadmap focusing on improving product scalability. Key deliverables: product road map for tech startup

I am seeking an ex...computer generated bill some people can change the amount, name, address sections and submit. This model should able to detect all those tampered PDFs with minimum false positives. Do metadata analysis QR code reading in the receipt and validation Key Responsibilities: - Develop a fraud detection algorithm using Python. - Test and tune the model for maximum accuracy. Ideal Experience and Skills: - Proficient in Python programming. - Proven experience in creating algorithms, preferably in fraud detection. - Ability to demonstrate relevant past work. Applications without showcasing relevant past work will not be considered. I encourage you to include detailed descriptions of previous projects, highlighting how your expertise in Python would add value...

...context of developing algorithms for music programs. Key project details and requirements: - The primary goal of this project is to create an algorithm that can be integrated into a music program. - The algorithm should be able to perform beat detection and analysis, separate the voice from the music, and automatically generate lyrics as the song is played. Ideal candidate should have: - Proven experience in machine learning and AI development, with a specific focus on music-related projects. - Proficiency in developing algorithms for beat detection and analysis. - Skills in voice separation from music in real-time. - Capabilities in natural language processing for lyric generation. This is a challenging and exciting project for a skilled AI developer with a passion for...

...successful project. - Compliance with all health and safety, quality assurance and all other company policies and procedures. - Commissioning PLC controls, carrying out I/O checks, motion checks and support troubleshooting. - Reporting progress and accomplishments each day. The system should have: - Data Logging: Ability to record and store data for further analysis and monitoring. - Fault Detection and Diagnosis: Ability to identify issues and provide possible causes for faults. - Motor Control: Efficient control over the motor for optimal operation. Desired Input and Output Parameters: - Pressure: The system should be able to monitor and potentially adjust pressure as needed. - Temperature: Capability to sense and react to temperature changes in the system. - Force: Ability ...

I'm in need of an experienced freelancer to review my written articles for plagiarism. Key Requirements: - Identify and highlight plagiarized sections: The final report should...an experienced freelancer to review my written articles for plagiarism. Key Requirements: - Identify and highlight plagiarized sections: The final report should clearly point out any copied content within the articles. - Ensure below 5% similarity index: The aim is to eliminate any content that falls above 5% similarity index. Ideal Skills and Experience: - Proven experience in plagiarism detection and review, particularly with written content. - Excellent attention to detail and accuracy in identifying copied sections. - Prior experience achieving and maintaining a below 5% similarity index in si...

I'm looking for a professional who can provide an in-depth traffic analysis for one road with the aim of identifying potential hazards related to vehicle collisions. You will be expected to: - Analyze traffic volume data - Determine the potential for vehicle collisions - Propose-methods to mitigate these hazards An ideal candidate would have experience in traffic safety analysis, specifically in predicting potential collision spots from high traffic volume data. Your insights will significantly contribute to the overall safety of this road.

I am seeking a skilled professional who can take an existing caffe model and convert it into an efficient object detection TensorFlow model with the following requirements: - Implement the model in Python: As my preferred programming language is Python, the model should be implemented in this language. - Surveillance Application: The primary application of the model is surveillance. This means that the model should be designed to be used in a surveillance context. - Real-Time Processing: The model must process in real-time. This means that it should be able to detect objects with minimal delay, crucial for surveillance applications. Other requirements include: - mAP, F1 Score & FPS Analysis: Provide a comprehensive evaluation of the model's performance through mAP, F1 sco...

...model created in Python, specifically for object detection. The model should be constructed from Caffe layers, with a focus on achieving optimal F1 Score, mAP, and FPS. The deliverables of this project should include: - A well-optimized TensorFlow model for object detection, with a clear focus on performance metrics like F1 Score, mAP, and FPS - Detailed technical explanation of the model, alongside relevant code snippets - An in-depth architecture explanation that highlights the transition from Caffe layers to TensorFlow, as well as the reasoning behind each design decision Ideal Candidate: - Proficient in Python and has worked extensively with TensorFlow and Caffe - Prior experience in creating and optimizing models for object detection - Capable of explaining c...

I'm looking for a skilled developer who can assist in creating a TensorFlow model based on the provided Caffe model files. -...skilled developer who can assist in creating a TensorFlow model based on the provided Caffe model files. - The Caffe model is available in both .caffemodel and .prototxt formats. - The primary goal is to create an object detection model using TensorFlow. - The details about the desired input size for the images in the TensorFlow model should be deduced from the Caffe model provided. - Also provide F1 Score, mAP, FPS and architecture in-depth explaination of the model. Ideal candidate should have: - Proficiency in both Caffe and TensorFlow. - Proven experience in object detection models. - Ability to work with different image input sizes. Data...

I need a seasoned LabVIEW developer who is skilled in handling data acquisition and processing as well as GUI design and user-interface development. Key tasks include: - Working on the interface that controls our vision camera. - Implementing features for image processing and analysis. - Developing functionality for object detection and tracking. Extensive experience with instrument control automation, particularly with vision cameras, is highly advised for this role. I'm expecting a meticulous eye for detail, excellent problem-solving abilities, and a deep understanding of LabVIEW. If you have handled similar projects in the past, that would put you at a strategic advantage.

I'm looking for someone who can help me implement Unet/Densenet models for the automated detection of fibroids. The project will involve image processing of a dataset in the JPEG format. Ideal Experience and Skills: - Extensive experience with Unet or Densenet models - Proficiency in image processing - Ability to work with JPEG format images - Comfortable working with images of medium size (500x500 to 1000x1000 pixels) Your main task will be to develop and implement algorithms capable of accurately identifying fibroids in a dataset. It's important that the models employed are refined to be as precise as possible. Your mission is to take this project from conception to completion, so attention to detail and a commitment to thoroughness are crucial.

...Vulnerability Scan**: The task at hand is to thoroughly investigate and identify any potential vulnerabilities in the mobile application. This requires expertise in mobile application security and penetration testing. - **Continuous Real-time Monitoring**: Following the vulnerability scan, the security expert will be responsible for setting up a real-time monitoring system. This will help in the prompt detection and mitigation of any future security threats or breaches. The ideal candidate should have: - Proven experience in cyber security, with a specific focus on mobile application security. - Extensive experience in conducting basic vulnerability scans and penetration testing. - Proficiency in setting up and configuring continuous real-time monitoring systems. - Strong ana...

...Integration: Implementing this high-tech camera for surveillance and security purposes. This camera has been primarily used for detection and measurement of people and animals. - Detection and Measurement: Creating a system that can effectively detect and measure people and animals, based on the camera's findings. Ideal skills and experience for this project include: - Proficiency in VR and AR development for the virtual stadium experience. - Expertise in developing secure and efficient ticketing platforms. - Previous experience with sports analytics tools. - Familiarity with advanced surveillance systems, especially the Helios 2 Lider Camera. - Strong background in object detection and measurement algorithms for security and crowd management. If you'r...

I'm Urgently seeking expert...can help me with a specific task in ArenaView software. I need to create a model simulation focusing on object detection, specifically people. Key points: - The main goal of this task is to implement object detection capabilities in the model simulation. - The simulation should accurately represent how these 'people' objects interact with other elements of the system, and how they might impact the overall process. Skills and experience: - Proficiency in using ArenaView software is a must. - Experience in object detection, particularly in a simulation environment, would be highly beneficial. - An understanding of process improvement, particularly within the context of object detection, would be a big plus. Please ...

I'm seeking a proficient game tester to provide comprehensive testing for my mobile game. The primary goals of this testing are to carry out game testing, bug detection, and anti-cheat testing. Key Responsibilities: - Conducting thorough testing to detect bugs in the game - Performing dedicated anti-cheat testing to ensure fair play - Sharing detailed reports on all encountered issues - Providing feedback on user experience The ideal candidate should have: - Proven experience in game testing, particularly in the mobile gaming sector - A keen eye for detail and an ability to thoroughly investigate potential bugs - A strong understanding of anti-cheat mechanisms and how to test for their efficacy Platforms: - The game is built for Android, thus the testing will be required on...

I need a Python code that can detect and count objects on the ground. Key requirements include: - Detecting and counting objects on the ground, concept similar to crowd counting. - Providing a reliable count in, as well as evaluation. Deep learning based counting would be helpful. Ideal freelancer for this project should have: - Proficiency in Python - Experience with object detection algorithms - Knowledge of crowd-based counting systems

...just the start. I need to translate this graphic vision into a business card, a flyer, and the website design that all sing the same tune of innovation and flair. I'm reaching out here, I'll be honest, my budget's tighter than a drum – okay, it's almost non-existent right now. But I believe in the power of good karma, and I'm hopeful that we can work something out that benefits us both down the road. I get it, it's a lot to ask. But if you could help me get 'hiperfect' off the ground, I’d be over the moon. And any advice or pointers would be a lifesaver! THIS IS THE WEBSITE TEMPLATE, THAT NEEDS TO BE CUSTOMIZED: - Develop a logo and branding consistent with the given color palette (#3430FE, #52F124, #6C6D6E, #0F6DF2, #82...

I'm seeking a skilled Python freelancer to assist me with a specific automation project. The task involves training video frames for bee detection. Key Tasks: - Train video frames for bee detection: I have a series of video frames that I need to analyze for bee presence. You'll be responsible for training the Python code to recognize bees within these frames efficiently. Goal: The primary objective of this automation task is to enable the Python script to accurately recognize bees within the video frames. The end goal is to achieve optimal object recognition. Ideal Candidate: - Proficient in Python programming - Experience in object recognition - Familiar with training video frames - Background in automation and data analysis If you have the necessary skills an...