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Project Title AI-Powered Textile Design Processing Tool (Image-to-Layered PSD System) ⸻ Project Overview We are building an AI-powered system for the textile and digital printing industry that can convert high-resolution flattened images (e.g., garments on models) into fully editable layered files (PSD format). The goal is to enable textile manufacturers and designers to: • Extract individual design components (patterns, colors, textures) • Edit them independently in tools like Photoshop • Use outputs directly for production and printing workflows This project is focused on accuracy, scalability, and production-readiness, not just a demo-level solution. ⸻ Objective Develop a system that can: 1. Take a high-resolution input image (300 DPI, large dimensions) 2. Automatically detect and segment: • Fabric regions • Patterns • Colors • Design elements 3. Convert the image into multiple editable layers 4. Export output as a fully structured PSD file ⸻ Scope of Work 1. Image Processing Pipeline • Accept high-resolution images (no compression loss) • Preprocess images (resize, normalize, enhance clarity if needed) • Handle large file sizes efficiently ⸻ 2. Segmentation & Mask Generation • Implement segmentation using: • SAM (Segment Anything Model) OR • Advanced segmentation models (preferred) • Generate accurate masks for: • Garment area • Pattern clusters • Color regions ⸻ 3. Pattern & Color Separation • Use clustering techniques (e.g., K-Means or better alternatives) • Separate: • Base fabric • Design patterns • Shadows/highlights (if possible) ⸻ 4. Layer Creation Logic • Convert masks into individual layers • Ensure: • Clean edges (no noise) • No overlap distortion • High fidelity to original image ⸻ 5. PSD File Generation • Export output as Photoshop-compatible PSD • Each layer should be: • Properly named (e.g., “Base Fabric”, “Pattern 1”) • Editable independently • Maintain original resolution and quality ⸻ 6. Accuracy Optimization • Focus on maximum precision • Reduce: • Color bleeding • Mask inaccuracies • Pattern distortion
ID Projek: 40356198
11 cadangan
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11 pekerja bebas membida secara purata ₹24,795 INR untuk pekerjaan ini

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
₹55,000 INR dalam 7 hari
7.5
7.5

I am very much efficient to work on Surface Textile pattern Design, , I have read your project description, & understand IT.. . I can help you with your design task which you are looking. . Please review my portfolio https://www.freelancer.in/u/Fantasygraph for better understanding with more better clarification. I have worked lot of satisfactory clients and still continue with them with lot of project activities. I am always available to quick with quality base deliverable work. Thanks
₹15,000 INR dalam 5 hari
6.4
6.4

Hi,I am a seasoned Applied ML Engineer(6+ yoe) & I can help you take your Image -> Layered PSD idea from MVP to a production-ready pipeline with clear milestones & measurable accuracy targets Approach: Phase 1: Baseline pipeline (works on many studio-quality inputs) >>High-res safe ingest (tiling + multi-scale so 300DPI images don’t break memory) >>Person/garment segmentation(human parsing + clothing segmentation,SAM-assisted for refinement) >>Inside-garment decomposition: -print/pattern regions(SAM proposals + merge rules) -color region grouping(superpixels + clustering/learned embeddings) -optional shadow/highlight layers(best-effort intrinsic/relighting-style separation) >>Layer assembly: clean masks (edge de-noise, halo removal, overlap rules),named layers >>PSD/PSB export(pixel layers + alpha masks) with a consistent layer schema Phase 2: Accuracy hardening >>Error analysis dashboard >>Domain tuning using your “approved outputs” (fine-tune segmentation / add heuristics per garment type) >>Optional human-in-the-loop review UI for edge cases Relevant experience: >>Built production CV pipelines:segmentation + attribute extraction + QA & shipped them behind APIs with logging/monitoring >>ImplementedOCR/scene-text detection/mapping workflows & robust post-processing If you share 20–50 real input photos + define what “editable PSD” means (pixel layers vs effects), I’ll propose concrete milestones + acceptance tests for accuracy, speed & PS compatibility
₹20,000 INR dalam 7 hari
4.1
4.1

As you browse my profile, you'll notice we may not have many textile-specific projects under our belt. However, I believe that our experience with 3D modeling and graphics design aligns perfectly for your needs. Having worked on several projects demanding high precision such as digital advertising, product design, and architectural visualization, our team has honed the skills in clustering techniques, clean edge extraction, and maintaining fidelity to maintain the highest possible accuracy. Partnering with us ensures not just a 'demo-level' solution but rather an innovative yet fully industrialized system that deploys state-of-the-art approaches like SAM or other advanced segmentation models that guarantees superior results. Plus, in the rare event of any complexity arising from large files handling or high-resolution images quality preservation, our comprehensive team is adept at resolving issues promptly.
₹12,500 INR dalam 1 hari
4.2
4.2

Hey, I liked your project, AI-Driven Image-to-PSD Textile Processor and believe I can help you with the project. With my background in Graphic Design, Photoshop, CAD/CAM, I'm confident I can meet your requirements. Would be glad to go over specifics if you're interested.
₹12,500 INR dalam 7 hari
0.0
0.0

Hi! I'm a Computer Vision and ML Engineer with 4+ years of experience in Python, PyTorch, image segmentation, and PSD file generation — this project is very well within my capability. Here's my approach for the AI-Powered Textile Design Processing Tool: - Segmentation: Use SAM (Segment Anything Model) + custom-trained CNN to detect and isolate fabric regions, patterns, textures, colors, and design elements from 300 DPI high-res garment images - Layer Extraction: Map each segmented component to a named Photoshop layer (fabric, pattern, color, motif, model, background) - PSD Generation: Use Python's psd-tools / psdwriter library to programmatically build structured, fully editable PSD files - Scalability: Batch processing pipeline, GPU-accelerated inference, optimized for large file sizes - Quality: Validate output against provided reference images using IoU/Dice scoring - Tech Stack: Python, PyTorch, SAM, OpenCV, psd-tools, FastAPI I can deliver a working prototype on 2-3 sample images within 5 days. Let's connect to review your sample images!
₹25,000 INR dalam 7 hari
0.0
0.0

Hello, With 13+ years of experience in full-stack development, machine learning, and image processing, I specialize in building production-ready AI systems. My core skills include: Computer Vision & ML: Image segmentation, SAM, clustering techniques, pattern/color separation Image & Graphic Tools: Photoshop automation, PSD layer generation, CAD/CAM integration Backend & Deployment: Scalable pipelines, high-resolution image handling, clean code Deliverables you can expect: Accurate segmentation and mask generation for garments, patterns, and colors High-fidelity layered PSD outputs, fully editable and properly named Optimized processing pipeline for large, high-resolution images Why hire me: I deliver precise, scalable AI-driven solutions. Let’s collaborate to bring your textile design system to production-ready perfection.
₹37,000 INR dalam 7 hari
0.0
0.0

Your AI-Powered Textile Design Processing Tool project resonates with our expertise in AI, image processing, and machine learning. Our approach includes leveraging advanced segmentation models for accurate mask generation and implementing clustering techniques for pattern and color separation. We'll deliver fully editable layered PSD files and high-precision image processing. Together, we can revolutionize the textile industry.
₹35,000 INR dalam 15 hari
0.0
0.0

Hi, this is a really exciting problem—I’d love to work on it. Turning flat textile images into clean, editable PSD layers is not trivial, especially at production quality, but it’s absolutely achievable with the right pipeline. I’m particularly interested in how you want to balance segmentation accuracy vs. processing speed, and whether your designs follow consistent patterns or vary heavily—that will influence model choices. My approach would be to build a modular pipeline: high-res image handling → segmentation (SAM + refinement) → pattern/color separation → clean mask generation → structured PSD export. I’ll focus heavily on edge quality, layer fidelity, and minimizing color bleeding so outputs are actually usable in Photoshop, not just visually similar. I’ll also make sure the system scales for large images and remains maintainable. Quick question: do you have sample datasets we can use to tune segmentation accuracy early? Happy to collaborate and build something production-ready here
₹12,500 INR dalam 3 hari
0.0
0.0

Noida, India
Ahli sejak Sep 24, 2020
$30-250 USD
₹1500-12500 INR
₹12500-37500 INR
$30-250 USD
$2-8 USD / jam
$10-30 USD
₹12500-37500 INR
₹600-1500 INR
₹75000-150000 INR
₹37500-75000 INR
$250-750 AUD
$10-30 USD
$10-30 USD
$30-250 USD
€750-1500 EUR
$30-250 USD
$8-15 USD / jam
$2-8 USD / jam
$30-250 USD
₹12500-37500 INR