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I’m building a unified web and mobile application that lets end-users upload or import their own photos and have every visible item automatically detected, tagged, classified, and grouped in seconds. Accuracy is critical—models should reach near-perfect performance, delivering a clear percentage-based confidence score for each object as well as an overall match consistency when similar items appear across multiple images. The workflow I have in mind: images arrive through a responsive browser and companion mobile interface, flow through an AI/ML pipeline (TensorFlow, PyTorch, YOLO-v8 or an equivalent state-of-the-art model), and return annotated results to the screen. A downloadable report (PDF and CSV) must be generated at the same time, summarizing every object, its class, and its confidence level. Key deliverables • Cross-platform front end (React/Vue or Flutter/React Native) and a scalable backend API • Custom-trained detection model that sustains ≥95 % mAP on my validation set • Similarity engine producing a percentage likelihood score between objects across images • Real-time annotation overlay plus a clean PDF/CSV report template • Cloud deployment (AWS, GCP or Azure) with CI/CD, containerisation, and full source code & documentation Acceptance criteria • End-to-end inference under one second for a 2 K image on both web and mobile • Model evaluation metrics and confusion matrix included in the technical report • Successful test run on a hold-out image set showing ≥95 % precision and recall Once these milestones are met, I’ll sign off and move to the next phase—continuous learning and incremental feature releases.
ID do Projeto: 39971331
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Ativo há 2 meses
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122 freelancers estão ofertando em média $4.205 USD for esse trabalho

With over 10 years of experience in web and mobile development, including expertise in AI/ML, I understand the importance of building a unified application for AI detection. Your project of creating an app that automatically detects, tags, and classifies items from uploaded photos is a challenge I am ready to tackle. In past projects, I have successfully developed AI solutions for various industries, including eCommerce and HealthTech, where accuracy and precision were paramount. I have worked on custom-trained detection models and real-time annotation overlays, ensuring seamless integration and accurate results for end users. I am confident that my experience in building cross-platform front ends and scalable backend APIs, combined with my AI/ML expertise, aligns perfectly with your project requirements. Your vision of a responsive browser and mobile interface, coupled with a state-of-the-art detection model, is a challenge that I am excited to take on. Let's chat further about how we can bring your vision to life and achieve the milestones you have set out. I look forward to working together to create a cutting-edge AI detection app that exceeds your expectations.
$4.000 USD em 45 dias
9,0
9,0

Hi, I can build your AI detection app with YOLOv8 and TensorFlow for near-real-time, high-accuracy tagging (≥95 % mAP). I’ll develop a scalable backend API and cross-platform interface (React for web + Flutter for mobile) that uploads images, runs inference in <1 s, and returns annotated results with downloadable PDF/CSV reports. The pipeline will include a similarity engine and CI/CD deployment on AWS or GCP. I’ll also deliver full documentation and performance metrics. Let’s discuss your dataset and architecture! Best, SNR
$4.000 USD em 7 dias
9,1
9,1

Dear Dean P., We carefully studied the description of your project and we can confirm that we understand your needs and are also interested in your project. Our team has the necessary resources to start your project as soon as possible and complete it in a very short time. We are 25 years in this business and our technical specialists have strong experience in PHP, Mobile App Development, Android, Machine Learning (ML), HTML5, Vue.js, React Native, Flutter, API Development, YOLO and other technologies relevant to your project. Please, review our profile https://www.freelancer.com/u/tangramua where you can find detailed information about our company, our portfolio, and the client's recent reviews. Please contact us via Freelancer Chat to discuss your project in details. Best regards, Sales department Tangram Canada Inc.
$4.339 USD em 5 dias
8,9
8,9

Hi there, I am Lei, a seasoned software developer with over 18 years of experience. I have carefully reviewed your project requirements and am confident in my ability to deliver a top-notch solution. With a focus on mobile development, particularly in Flutter and iOS over the past 3 years, I have achieved a Global Top 3 Ranking on the Freelancer platform. My expertise extends to backend development, ensuring seamless integration between frontend and backend components for optimal performance. For your Web & Mobile AI Detection App project, I propose to create a cross-platform front end using React/Vue or Flutter/React Native, paired with a robust backend API. I will custom-train a detection model to achieve ≥95% mAP, implement a similarity engine for object comparison, and generate real-time annotations plus PDF/CSV reports. Cloud deployment on AWS, GCP, or Azure with CI/CD will be included. You can view my portfolio at https://www.freelancer.com/u/mikelilei82 Let's discuss further details and initiate the chat. Thanks, Lei
$3.000 USD em 15 dias
7,6
7,6

Hi, this is Elias from Miami. I’ve reviewed your project and understand you’re building a cross-platform app for real-time object detection, tagging, classification, and similarity scoring with high-accuracy AI/ML models. With experience in TensorFlow, PyTorch, YOLO-v8, and scalable backend/frontend architectures, I can deliver a system that meets your ≥95% mAP requirement, real-time annotation, and PDF/CSV reporting. To clarify key points and ensure alignment: Q1: Do you already have a labeled dataset for training, or should part of the scope include data annotation/augmentation? Q2: For the similarity engine, should it focus on exact object matches only, or include approximate matches across classes (e.g., variations in color or size)? Q3: Are there cloud provider preferences (AWS, GCP, Azure) for model hosting, GPU utilization, and CI/CD pipelines? Q4: For the PDF/CSV report, do you require visual overlays in the PDF or just tabular annotations? I can deliver an end-to-end solution with cross-platform web/mobile UI, robust ML backend, and full deployment/documentation to hit your performance and accuracy milestones. Looking forward to connecting. Regards, Elias
$4.000 USD em 7 dias
7,3
7,3

Hello, With respect to your Web & Mobile AI Detection App project, my name is Mirza Muhammad and I lead a skilled team at Live Experts LLC. Our extensive experience in Machine Learning, Deep Learning and Artificial Intelligence coupled with our proficiency in ReactNative/Flutter for cross-platform frontends and PHP for backend development make us a perfect match for your requirements. We are highly familiar with the TensorFlow, PyTorch, and YOLO-v8 frameworks – just to name a few – and have the capability to train custom detection models with an mAP performance that sustains above your set requirement of 95%. We also excel in developing powerful similarity engines that will effectively deliver percentage likelihood scores between objects across various images. For speedy inference processes, we possess deep knowledge into optimizing backend infrastructures alongside containerization skills necessary for cloud deployment on AWS, GCP or Azure. Communicating well between APIs and implementing Continuous Integration/Deployment (CI/CD) frameworks are skills we look forward to utilizing for you. Lastly, we appreciate that you want full transparency throughout the project journey; our promise is full source code & documentation upon delivery. Thanks!
$5.000 USD em 4 dias
7,2
7,2

Hi Dean, I am excited about the opportunity to work on the Web & Mobile AI Detection App project. With 12+ years of experience in Full-Stack Development and Digital Solutions, I am confident in delivering a unified web and mobile application that meets your requirements. I specialize in developing cross-platform front ends using React and Flutter, coupled with scalable backend API development. My expertise in custom-trained detection models and similarity engines ensures accuracy and efficiency, meeting your expectation of ≥95% mAP. To achieve real-time annotation overlay, I plan to implement a robust AI/ML pipeline using state-of-the-art models like TensorFlow and PyTorch. The generation of downloadable reports in PDF and CSV formats will summarize every object with its class and confidence level. For cloud deployment, I propose leveraging AWS with CI/CD, containerization, and providing comprehensive source code and documentation. I am committed to meeting the acceptance criteria of end-to-end inference under one second, along with thorough model evaluation and successful test runs. What is the preferred timeline for you to discuss the project details further? How soon would you like to discuss the project details further?
$4.530 USD em 33 dias
6,9
6,9

Hi there, I’m excited about your project to develop a unified web and mobile AI detection app. With my background as a top California freelancer and my extensive experience in AI/ML application development, I am confident in delivering a product that meets your high standards for accuracy and performance. My expertise lies in designing intuitive front-end interfaces using React/Vue or Flutter/React Native, while implementing robust back-end solutions to support a highly scalable API. I have previously built custom-trained detection models utilizing YOLO and TensorFlow, ensuring that they achieve a mAP of 95% or higher on validation sets. Moreover, I’m skilled in generating comprehensive reports detailing object classifications and confidence scores. I would love to further discuss how I can help you realize your vision for this app. Please message me at your earliest convenience so we can outline next steps and timelines. What specific data sources do you anticipate for training the detection model, and can you share any initial examples of objects you'd like the system to categorize?
$4.885 USD em 4 dias
6,5
6,5

Hello there Hope you are doing well as you are looking for a "Build a AI DETECTION MOBILE APPLICATION " so will make the same as you want , I have already develop and Design the so many Application , - I will use latest technology to develop your Application - I will share daily update with you - I Will deliver your project within timeline - After project completion will share complete source code - I will provide 1 year support our develop work - I have 10+ year experience in Web & App development - I will make the 100% responsive design , fast loading , SEO friendly and all - I will provide you super admin panel there you can manage the whole thing Please initiate the chat so will discuss together and all Thanks & Regards Dheeraj K.
$3.000 USD em 25 dias
7,2
7,2

Hello Dean, I understand that you are looking to develop a web and mobile AI detection application that can automatically detect, tag, classify, and group items in uploaded photos with high accuracy. My expertise in PHP, Mobile App Development, Android, Flutter, HTML5, Machine Learning (ML), and React Native makes me well-suited for this project. I plan to create a cross-platform front end using React/Vue or Flutter/React Native, along with a scalable backend API. I will utilize state-of-the-art AI/ML models such as TensorFlow, PyTorch, or YOLO-v8 to ensure near-perfect performance and generate real-time annotated results and downloadable reports. You can view examples of my previous work in my portfolio https://www.freelancer.com/u/Curveballsol I am committed to maintaining effective communication throughout the project to ensure its success. Best regards, Curveball Solutions
$5.000 USD em 21 dias
6,3
6,3

Hi I have read your requirements and I am sure I will be able to help you. Please message me so that we will have detail technical discussion. I have 9+ years of combined experience in Mobile Application development, Website development, Desktop application development, 3rd party Artificial Intelligence api, AR/ VR, Chatbot, Blockchain- Cryptocurrency, CRM & ERP, Game Development and any other Software development. I am having expertise in Native on Android Java, kotlin and IOS Swift, and For Hybrid Cross platform on Flutter Dart and for web and backend on react js and node js, Python Django, Power BI, Scikit-learn, Data Science AI ML, PyTorch, TensorFlow, SparkML , java spring boot and php CodeIgniter mvc. Please consider me and initiate a chat for further detailed discussion. Regards, Anju
$3.000 USD em 45 dias
6,5
6,5

With my expansive experience in Machine Learning and Mobile App Development, I believe I'm uniquely positioned to provide you with the exceptional AI solution you're looking for. Not only am I well-versed in using state-of-the-art models like TensorFlow, PyTorch, and YOLO-v8, but I'm also adept at creating scalable back-end APIs and developing robust cross-platform front-ends using React, Vue, Flutter or React Native. Aside from my existing toolset and skills, I am able to bring new abilities to the table quickly. My expertise includes creating custom-trained detection models that sustains high mAP rates, building similarity engines, and generating real-time annotations overlays with clean report templates. Additionally, deploying applications on a cloud platform such as AWS with CI/CD integration is a process I'm well-versed with for optimum performance. To offer more assurance regarding the integrity of the work done, I will ensure that model evaluation metrics and confusion matrices are included in comprehensive technical reports. These reports would shed light on the process use and show precisely how our system achieves or exceeds ≥95% precision and recall rates across both web and mobile platforms. Let's work together to create an intelligent and effective application that exceeds your expectations!
$4.000 USD em 7 dias
6,3
6,3

Hello Dean, I'm Vishal Maharaj, with 20 years of expertise in PHP, HTML5, Vue.js, React Native, Flutter, API Development, Android, Mobile App Development, and YOLO. I have carefully reviewed your project requirements for the Web & Mobile AI Detection App. To achieve the desired outcome, I propose developing a cross-platform front end using React/Vue or Flutter/React Native, paired with a robust backend API. The core of the application will feature a custom-trained detection model ensuring ≥95% mAP on your validation set. Additionally, a similarity engine will provide a percentage likelihood score between objects across images, real-time annotation overlay, and a detailed PDF/CSV report template. I am confident in delivering a solution that meets your expectations. I would appreciate the opportunity to discuss this project further. Please initiate a chat to explore the details. Cheers, Vishal Maharaj
$5.000 USD em 30 dias
6,3
6,3

This sounds like something I’d genuinely enjoy building. Your vision for a unified application that allows users to upload images and have every visible item detected and tagged aligns perfectly with my passion for creating streamlined, intuitive solutions. I have extensive experience in developing cohesive web and mobile applications utilizing advanced AI/ML models like YOLO, ensuring accurate and automated results. I have a proven track record of delivering practical, measurable results in similar projects. Happy to outline how I would turn this plan into a working solution. Chat soon, Anne S
$3.500 USD em 7 dias
6,2
6,2

Hi Dean P., I came across your project "Web & Mobile AI Detection App -- 2" and I'm confident I can help you with it. About Me: I'm a agency owner with over 8+ years of experience in PHP, Mobile App Development, React Native, Flutter, Vue.js, API Development, HTML5. , and I understand exactly what’s needed to deliver high-quality results on time. Why Choose Me? - ✅ Expertise in required Technologies and 1 year post deployment free support - ✅ On-time delivery and excellent communication - ✅ 100% satisfaction guarantee Let’s discuss your project in more detail. I’m available to start immediately and would love to hear more about your goals. Looking forward to working with you! Best regards, Deepak
$4.000 USD em 45 dias
5,8
5,8

Hi, I can develop your cross-platform AI-powered image detection system with high accuracy, real-time annotation, and automated reporting ensuring seamless performance, scalability, and precision that meets your 95% benchmark. Can we discuss on chat. Regards Abhishek
$4.000 USD em 7 dias
5,9
5,9

Hello! As per your project post, you’re looking to build a Web & Mobile AI Detection App platform that allows users to upload or import images and automatically detect, classify, and group all visible objects. The goal is to deliver high-accuracy AI detection with real-time annotations and downloadable reports, giving end-users a clear understanding of detected items along with confidence scores. My focus will be on delivering a scalable, high-performance AI detection platform featuring: cross-platform front end (React / Vue for web, Flutter / React Native for mobile), a custom-trained detection model achieving ≥95% mAP on your dataset, a similarity engine for matching objects across images, real-time overlay annotations, and downloadable PDF/CSV reports summarizing all detections. The platform will ensure accuracy, responsiveness, and seamless cloud deployment with containerization and CI/CD pipelines. I specialize in TensorFlow, PyTorch, YOLO-v8, and full-stack development with expertise in cloud deployment (AWS/GCP/Azure), real-time data pipelines, and building modular AI systems. My focus will be on creating a robust, maintainable, and user-friendly solution that balances state-of-the-art AI performance with smooth web and mobile interactions. Let’s connect to review your dataset format, preferred cloud platform, and report template design so we can define the MVP milestones for model training, API development, and front-end integration. Best regards, Nikita Gupta
$3.000 USD em 7 dias
5,3
5,3

Hi there, your project is incredibly exciting creating a unified platform that merges object detection, similarity analysis, and real-time tagging across web and mobile is both ambitious and future-focused. I really appreciate how clearly you’ve structured the workflow and accuracy expectations. My team and I specialize in AI-powered vision systems and cross-platform development, having built scalable apps using YOLOv8, TensorFlow, and PyTorch, integrated through React and Flutter frontends with containerized cloud backends (AWS/GCP). We can help you: • Train and fine-tune a custom detection model achieving ≥95% mAP, complete with a confusion matrix and validation report. • Develop a real-time inference pipeline that returns annotated results in under one second. • Build a cross-platform interface (web + mobile) with sleek visualization, live tagging, and automatic PDF/CSV reporting. • Deploy with full CI/CD setup, documentation, and handover for easy scalability. Before we begin, could you please confirm: - Do you already have a labeled dataset for training or should we assist with data annotation? - Which cloud environment do you prefer — AWS, GCP, or Azure? - Are you open to a short discovery call so we can finalize your architecture and timeline expectations? Let’s make this vision come to life with the speed and accuracy it deserves. Regards, Atta
$4.000 USD em 7 dias
5,4
5,4

Hello Dean, I am Muhammad Anas Khan, with 12 years of experience in PHP, Mobile App Development, Android, API Development, Flutter, HTML5, Machine Learning (ML), React Native, and Vue.js. I have carefully reviewed your project requirements for the Web & Mobile AI Detection App. I propose to develop a cross-platform front end using React/Vue or Flutter/React Native, alongside a scalable backend API. I will create a custom-trained detection model with ≥95% mAP accuracy, a similarity engine, real-time annotation overlay, and PDF/CSV report generation. The project will be deployed on AWS, GCP, or Azure with CI/CD. Having completed over 1,000 websites and 700 mobile/web applications, I am confident in delivering a high-quality solution. Please review my portfolio: ⭐ https://www.freelancer.com/u/CodeAnchors Let's discuss this project further. Best regards, Muhammad Anas Khan
$3.200 USD em 12 dias
5,1
5,1

Dear , I am excited about the opportunity to work on your project for building a unified web and mobile AI detection application. Our team specialises in developing cross-platform front ends using React, Vue, Flutter, and React Native, coupled with scalable backend APIs. We have extensive experience in custom-trained detection models using TensorFlow, PyTorch, and YOLO-v8, ensuring ≥95% mAP accuracy. Additionally, we can implement a similarity engine for object comparison, real-time annotation overlays, and PDF/CSV report generation. Our expertise in cloud deployment on AWS, GCP, or Azure, along with CI/CD practices, guarantees a seamless delivery process. We are committed to meeting your acceptance criteria and exceeding your expectations for this innovative project. Looking forward to discussing this exciting project further. Best regards,
$3.000 USD em 7 dias
5,0
5,0

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