You will get AI Based Product Image Matching and Verification
Project details
I build AI based systems that verify whether two product listings represent the same product using vision language models instead of fragile visual similarity scores. I use Qwen3 VL models to combine OCR, image understanding, and reasoning to make accurate yes or no matching decisions.
The system analyzes product images along with their visible text, labels, captions, and visual attributes such as shape, color, material, and branding. Instead of manually extracting text and comparing features, the model reasons directly over the images and descriptions to determine whether the products truly match.
Qwen3 VL models are deployed locally using a llama.cpp server with an OpenAI compatible API or via Hugging Face transformers, allowing secure, offline capable, and cost controlled processing. This approach works well for e commerce verification, catalog cleanup, duplicate detection, and seller listing validation.
The solution can process single comparisons or large Excel based datasets and outputs clear results that can be integrated into existing workflows.
The system analyzes product images along with their visible text, labels, captions, and visual attributes such as shape, color, material, and branding. Instead of manually extracting text and comparing features, the model reasons directly over the images and descriptions to determine whether the products truly match.
Qwen3 VL models are deployed locally using a llama.cpp server with an OpenAI compatible API or via Hugging Face transformers, allowing secure, offline capable, and cost controlled processing. This approach works well for e commerce verification, catalog cleanup, duplicate detection, and seller listing validation.
The solution can process single comparisons or large Excel based datasets and outputs clear results that can be integrated into existing workflows.
Machine Learning Tools
NumPy, OpenCV, pandas, Python, PyTorch, TensorFlow, Tesseract OCRWhat's included $10
These options are included with the project scope.
$10
- Delivery Time 1 day
- Number of Revisions 1
- Number of Model Variations 1
- Number of Scenarios 1
- Source Code
Frequently asked questions
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Charles C.
Jan 6, 2026
Reddit Interaction Automation Specialist
Danyal is very professionnal and he provided quick value with his expertise.
CC
Caterina C.
Jul 30, 2019
3 company desc
Good writer, was a pleasure working with him.
CC
Caterina C.
Apr 24, 2019
company descriptions 250 words
Good collaboration, high quality of the articles
CC
Caterina C.
Mar 21, 2019
writers for company desctiption (250 words each). In English, proficient but not native required
Very nice work. Good quality, good communication and perfect timing. Highly recommended!
AG
Anna G.
Jan 2, 2019
Gaming News Blog Looking For You - Write About Anything Gaming and Tech
About Danyal
Python Automation & Web Scraping Expert
Karachi, Pakistan - 3:36 pm local time
About Me
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Hi 🙂 I'm Danyal Zia, a Python developer with over 5 years of experience in automation, web scraping, full-stack development, and AI/ML solutions. I enjoy building tools that save time, scrapers that gather and organize data, backend APIs and frontend dashboards that make systems run smoothly, and AI-powered solutions for coding, reasoning, and creative workflows.
I care about clarity, performance, and reliability. I design solutions that work for you, not against you. Whether it's automating repetitive tasks, extracting insights from unstructured data, deploying local AI models, or generating prototype images, I turn complexity into something meaningful.
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My Philosophy
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I focus on doing fewer things, but doing them exceptionally well. I enjoy problem-solving, thinking outside the box, and applying unconventional approaches when needed. I value transparency with clients: I don't overpromise, but I always deliver results that last.
Details matter to me. From writing clean and efficient code to optimizing AI pipelines, automation workflows, or image processing tasks, I make sure the end product is reliable, maintainable, and tailored to your needs.
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What I Bring to the Table
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I've worked across diverse industries, from semi-government ERP and military sand table software to e-commerce automation and AI-assisted product workflows. My experience spans automation, web scraping, AI deployment, and creative prototyping.
Here's a glimpse of what I've built recently:
• Web scrapers and automation bots for e-commerce and enterprise workflows
• Full-stack dashboards for visualizing and orchestrating automated data pipelines
• Desktop automation bots for repetitive tasks (web scraping, data uploading, downloading, cleaning, bulk image processing, etc.)
• End-to-end test frameworks for mobile using Appium and Selenium
• Real-time task orchestration platforms operating across remote systems
• Local LLM deployment using llama.cpp and Text Generation Web UI for coding, reasoning, prompt rewriting, and integration with OpenAI-compatible API systems
• Multimodal AI workflows using Qwen3 VL and other models for product similarity detection, image-based OCR data extraction, and content analysis
• Prototype image generation using Comfy UI (Z-Image-Turbo and Qwen Image), with knowledge of common nodes and workflow templates
• Image processing, background removal, and image segmentation workflows using U^2-Net, ESRGAN, OpenCV, and Pillow
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My Technical Toolbox
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Languages & Scripting
* Python (Advanced)
* TypeScript / JavaScript
* Rust, C++, Bash, PowerShell
Web Scraping & Automation
* Playwright, Scrapy, Selenium, BeautifulSoup, aiohttp
* Desktop automation: PyAutoGUI, Windows Task Scheduler, cron scripts
Data Handling & Analysis
* Pandas, NumPy, OpenCV, Pillow, Matplotlib
Web Development
* Backend: FastAPI, Flask, Django, Laravel
* Frontend: React, Vue, Tkinter, PySimpleGUI, DearPyGui
AI & ML
* Local LLMs: llama.cpp, Text Generation Web UI (OpenAI-compatible APIs)
* Models: LLama3.2, Qwen3, Qwen3 VL (multimodal)
* Machine Learning frameworks: PyTorch, EasyOCR
* Image Processing & Generation: Comfy UI, Z-Image-Turbo, U^2-Net, ESRGAN
Other Notables
* Open-source contributions: Cyberpunk 2077 mods, The Witcher 3 mods, C bindings for Irrlicht Engine
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Let's Work Together
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I'm looking for projects involving automation, AI-assisted solutions, scraping, image processing, or complex workflows that need to be reliable and maintainable. You can check my portfolio for detailed examples of projects I've built. I'd be glad to collaborate on solutions that save time, extract insights, or make systems smarter. 🙂
Steps for completing your project
After purchasing the project, send requirements so Danyal can start the project.
Delivery time starts when Danyal receives requirements from you.
Danyal works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement Review
Understand product data, images, and matching rules.
Model Deployment
Set up Qwen3 VL locally via llama.cpp or transformers.