Image-area Outline Detection, Background Removal, & Image replacement
Based on the attached demonstration, I'm looking for an expert who can help me:
1. File provided: A 300 DPI high resolution product-image in PNG, JPEG, or GIF. Call it product-image. Product color will vary for each product and vary for the same product as well.
2. Automatically change the product color on-click. We will supply a list of color numbers generally less than 20 colors per product.
3. File provided: a 300 DPI high resolution PDF or PNG, JPEG, GIF image file, Call it Image2.
4. detect a specified image-area within the given product-image, Call the detected image-area as image1,
5. if needed, remove background to make Image2 transparent,
6. and fit image2 inside the Image1 on the product-image.
7. In case Image2’s size and resolution does not exactly match with the size and resolution of the Image1, adjust size and quality of Image2. We will supply a few different size and resolution Image2 files for the demonstration and testing. In addition, RGB to one-color conversion and greyscale conversion may be required for Image2 before placement within image1.
8. While fitting, Image2 must be aligned horizontally and vertically within Image1.
9. Provide image2 properties info such as size in kb, width and height in pixels, aspect ratio, and dpi value.
10. After completing image2 fitting inside Image1, supply product-image as a 300 DPI high resolution PDF and a standard resolution PDF file. Call it image3.
Image1 would be high resolution 300 DPI JPEG, PNG, GIF formats. Image2 can be JPEG, PNG, GIF or PDF at 300 DPI high resolution. Sample image1 and image 2 will be provided at the project award.
Product-image and Image2 will be fetched from our Laravel App via image-URLs and, after processing uploaded back to our app as Image3.
The ideal candidate should have experience in image processing and editing and be proficient in the required formats and image detection. Please note this is not a simple task, so prior relevant experience is a must. Your proposal MUST give us an idea what technology (CV library, Google Vision API, GPT-4V, other computer vision library or API will be used? Our preference is the pay-per-use API model. You must be able to provide integration support for prompt integration of the proposed solution to our Laravel App.
The processed images (Image3) will be used for e-commerce product listings and workflow for a Laravel web application. The expected volume of images to be processed ranges between 50 and 200 per month.
Image area/outline detection should be highly accurate, allowing only minor deviations. The processed images (image3) will randomly undergo manual review after delivery to ensure quality and correctness.
The processed images need to be delivered by API. The entire process should be fully automated, minimizing the need for manual intervention.
The project needs to be completed within 10 days
I am a proficient programmer with extensive experience in computer vision and image processing. I have a strong background in background removal.
I'm also very familiar with image matching.
I will use google vision API.
To complete this project, I will develop a fully automated image-processing pipeline utilizing Python and computer vision libraries. OpenCV will be used for image-area outline detection, resizing, and alignment. For background removal, I will integrate the RemBG library or Google Vision API, depending on the required precision. RGB to grayscale and single-color conversion will also be handled programmatically within the same framework. The API will support dynamic product color changes using predefined color codes.
The workflow will include fetching product images and overlays from your Laravel app via image URLs, processing them, and returning the final images via API. Image2 alignment will be implemented with precise centering and scaling to match the Image1 region, ensuring high-resolution output (300 DPI). For quality assurance, the program will calculate and log Image2 properties such as dimensions, aspect ratio, and DPI before overlay. Integration support will be provided for seamless Laravel app compatibility.
$500 USD în 7 zile
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(1 recenzie)
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16 freelanceri plasează o ofertă medie de $523 USD pentru proiect
Hello!
This project is quite interesting, and it sounds like a great opportunity to apply some advanced image editing techniques. I'll tackle the image-area outline detection, background removal, and image replacement using a combination of Python libraries like OpenCV for image processing, and perhaps integrating APIs like Google Vision for some tasks to enhance accuracy. With a focus on efficiency, I can ensure the automated processing of your product images through a smooth integration with your Laravel app.
Can you share more about your preference for color conversion methods, especially for the RGB to one-color conversion?
Looking forward to your response.
Thanks!
Hi there Hamayun M.,
I have skimmed thorough the attachment on your project
I'm bidding on your project "Advanced Product Image Editing and Replacement". Let's dive in and have a meeting
I am expert in this area. please leave a message on my chat so we can discuss the budget and deadline of the project. I have read your project description and i'm confident i can do this project for you perfectly.
Regards,
Usama
..
Dear Client,
I understand that you need advanced product image editing and replacement services, involving tasks such as detecting specified image areas, background removal, color changes, and fitting images within others. To achieve this, I will utilize my expertise in image processing and editing, ensuring accurate results for your e-commerce product listings. To clarify, could you please provide more details on the specific color numbers and sizes/resolutions of the images to be processed for better customization?
Looking forward to your response.
Regards,
Hi,
I understand you're seeking an expert in image processing for your e-commerce platform, specifically for automatic color changes and image fitting. With my extensive experience in image editing and computer vision, I can develop a solution that accurately detects the specified image area and seamlessly integrates Image2 into Image1. I plan to utilize a combination of OpenCV and a pay-per-use API, ensuring efficient background removal and resizing. My approach will guarantee precise alignment and quality adjustments for each image, maintaining high resolution. I can also provide integration support for your Laravel app to automate the entire workflow. Given the volume of images, I will ensure the process minimizes manual intervention while maintaining quality. Let’s discuss your project further via chat to explore the best solutions together.
Vernon.
With over a decade of experience in delivering complex software projects, I am well-prepared to tackle your image processing needs with precision and efficiency. My repertoire includes fluency in C#, Python, and a proficiency in working with various frameworks such as .Net and Laravel—making me the ideal candidate to integrate the proposed solution into your Laravel app seamlessly.
In terms of image analysis, I have an intricate understanding of file formats like JPEG, PNG, GIF, and PDF at 300 DPI high resolution, and I'm adept at manipulating images with accurate image-area/outline detection—a key requirement for your project. To ensure utmost precision in aligning Image2 horizontally and vertically within Image1, I'll use highly sophisticated computer vision libraries that prioritize accuracy while minimizing any deviations.
Furthermore, my experience working as a full-stack developer in Australia and the US has honed two qualities critical for your project: problem-solving skills and customer focus. I'm accustomed to managing robust projects and my priority has always been the satisfaction of my clients. Your e-commerce product listings, powered by my carefully processed images (image3), will undoubtedly drive more sales while enhancing your workflow seamlessly.
With over [insert number of years here] of experience in Image Analysis and Python programming, I'm well-versed in tackling complex image processing projects like yours. The satisfaction of my clients is of utmost importance to me, and I strive for excellence in every aspect of my work. That includes achieving high precision image-oriented tasks like detecting specified areas, background removal, and seamlessly replacing images that will meet your exact requirements.
To automate the process, I plan to leverage OpenCV and PIL libraries, integrating Google Vision API where needed. This should allow us to accurately convert the images provided into desired versions suited for your products. In addition to the knowhow on how to transform RGB images to a single color or even greyscale when required, I have also setup Laravel apps with similar functionalities in the past which fits perfectly with your expectation.
The volume of images you are looking to process falls well within my capabilities. Being detailed oriented person, I ensure only high quality and correctly processed images will be delivered to you via API with little need for manual intervention. Expect fast turn-around time with an exceptional balance between speed and quality throughout the project within your set timeframe. Partnering with me means availing yourself top-notch image-editing solutions tailored specifically for your Laravel web application. Let's make your ecommerce product listings standout!
Hi client.
As a senior dev in AI/ML and OpenCV, I am very interested in this project.
I'd like to discuss in more detail.
Looking forward to hearing from you soon.
Thank you.
As a diligent and highly creative professional, my skills in Python, 2D/3D Modeling, Animation, and Graphic Design make me an ideal candidate for your Advanced Product Image Editing and Replacement project. With over five years of experience across various design and development fields, I've honed proficiency in complex image processing tasks. In addition to being conversant with necessary formats and image detection technologies, I also have a strong background in utilizing Computer Vision libraries.
Regarding your preference for pay-per-use API models, I’m also experienced in integrating various APIs into Laravel web applications like yours. Working with high-resolution images is something I'm comfortable with; in fact, I've often contributed embedded solutions ensuring minimal manual intervention for clients' workflows. This aligns well with your need for fully automated processes.