AI Fraud Detection: Image Pair Datasets

@sahildogra222

Hello " Lets Gets Started, You are looking for AI Fraud Detection: Image Pair Datasets I know you have several tempting proposals here, but I guarantee you to be impressed by my work. I have various skills in Photoshop Design, Photography, Photo Editing, Photoshop, Machine Learning (ML), Data Augmentation, Data Collection and Image Processing. If you give me this chance you will be impressed, because I guarantee that I will meet your expectations. I invite you to get a look at my portfolio You Can see it from here : https://www.freelancer.com/u/sahildogra222 If you have any questions or queries, do not hesitate to contact me. I hope to start working with you. With regards! Sahil

@SophieAny

Hi There I saw your project detail. I can immediately start working on your project to design a AI Fraud Detection: Image Pair Datasets and I'll follow your requirements. I can submit original design ideas to choose from and also could offer unlimited revisions for you to provide feedback for necessary changes. I can arrange final files in all formats to be used in different applications such as print, web, stationery, and social media. I’m confident I’ll be a great fit for your logo project as I have extensive years of experience in Photoshop Design, Data Augmentation, Image Processing, Photography, Photo Editing, Data Collection, Photoshop and Machine Learning (ML) for different businesses. Portfolio: https://www.freelancer.com/u/SophieAny Why choose me? ✅ Unlimited Revisions ✅ Fast Turnaround ✅ Final files as vector, transparent png, jpg, epsetc ✅ Provide editable files ✅ No templates or copies from other sources ✅ Excellent communication ✅ Competent in Adobe suits Best Regards, Anosha

@zeeshanmomin722

Hi, You need an extensive dataset of 4,000 image pairs showcasing manipulated images for an AI model focused on detecting photo fraud. I've spent the last 6 years working in graphic design and photo editing, specializing in creating high-quality images with specific requirements. To tackle your project, I will first gather and curate 2,000 original photos of foods and cars, ensuring each image meets the resolution and quality standards you specified. Next, I will edit these images using popular mobile applications like Snapseed and Lightroom Mobile to create manipulated versions as you outlined. For the food dataset, I'll introduce defects and undesirable edits, and for the car dataset, I'll enhance the images to showcase repairs and improvements. In addition, I’ll create a comprehensive CSV file detailing each image pair and the specific edits made. You can expect regular updates during the process to ensure quality control. Thanks, Zeeshan

@mattafareed4848

Hello I can create your required 4,000 paired dataset (food + cars) with high-quality original images and realistic mobile-app edits, ensuring proper naming, resolution, structured folders, and a detailed CSV describing each manipulation with varied, non-repetitive edits strictly following your guidelines. Regards Muhammad

@LamisaSunesara

Hello there , Good morning! I’m excited about your project, AI Fraud Detection: Image Pair Datasets and I’m confident I can provide the creative solutions you’re looking for. With my **7 years of experience** in Image Processing, Photography, Machine Learning (ML), Data Collection, Photoshop Design, Photoshop, Photo Editing and Data Augmentation, I’m committed to delivering top-notch work. Why choose me? - Unique and visually appealing designs. - Fast delivery that respects your deadlines. - All necessary file formats provided. check my profile https://www.freelancer.com/u/LamisaSunesara Could you share more about your goals or specific preferences for this project? I’d love to ensure everything exceeds your expectations. Best Regards.

@joshuakotzee

Unlock the power of AI fraud detection with a curated dataset of 4,000 image pairs! I understand the precise needs for authentic, edited food and car photos. With 5 years of experience, I provide precise image editing services, ensuring your AI model training achieves optimum results. Let's transform your fraud detection project into a seamless, professional reality. I’d love to chat about your project! Worst case, you get free advice that can guide your project. Regards, Josh Kotzee

@Feriver

Hello, I understand you need a dataset of 4,000 image pairs for AI fraud detection, with FOOD images edited to look worse and CARS images edited to look better. I can provide high-quality, original mobile-edited images following your exact specifications, including varied edits, proper resolution, and structured file organization with a detailed CSV describing each change. All images will be non-AI, free of watermarks, and visually diverse to ensure robust model training. I will deliver: /food/original/, /food/edited/, /cars/original/, /cars/edited/, and metadata.csv. Edits will be realistic and manually applied using mobile apps like Snapseed, TouchRetouch, Lightroom Mobile, or PicsArt. The dataset will include detailed annotations of modifications to support training and evaluation of fraud detection models. Timeline is flexible, with emphasis on quality and diversity of edits. I guarantee traceable, organized, and fully documented datasets ready for ML ingestion, ensuring clarity, usability, and reproducibility. Thanks, Asif

@mobasherreza10

Hi there, I noticed you need a dataset of 4,000 image pairs for training an AI model to detect photo manipulation—2,000 original/edited food photos where edits make the food look worse (fraud detection), and 2,000 original/edited car photos where edits make the cars look better (insurance fraud detection), all using mobile editing apps with consistent naming and metadata. I have extensive experience creating high-quality, curated datasets for computer vision training, including a recent project where we built a 5,000-pair dataset for a fraud detection model using real-world photography and controlled edits across multiple devices and apps. I know how critical it is that the original images are diverse, the edits are varied and realistic, and the metadata clearly documents what was changed in each pair. Let's discuss your timeline and any specific editing styles or scenarios you want emphasized. Best regards, Mobasher Reza

@yacinebsd

Hello, This is a clear and well-structured dataset task, and I can handle it in a clean and organized way. I propose starting with the FOOD dataset first (1,000–2,000 pairs) to validate quality and consistency before moving to the CARS dataset. My approach: - Source high-quality, open-license original images - Apply diverse manual edits using mobile apps (Snapseed, Lightroom Mobile, PicsArt, etc.) to ensure realistic and varied transformations - Maintain strict pairing (original / edited) with consistent naming - Organize files exactly as required - Provide a structured CSV describing the edits applied for each image I’ll ensure: - no repetition in edits (variety across all samples) - consistent quality and resolution - clean, well-organized delivery This phased approach guarantees quality before scaling to the full dataset. Let’s start with the FOOD set and build it properly.

@rogelitoc

Hello, The core challenge is generating a diverse dataset of manipulated images while ensuring high quality and adherence to specific editing guidelines. I will structure the project by first sourcing 2,000 original food and car images each from reputable sources, ensuring all images meet the resolution requirement. For the editing process, I'll utilize mobile apps to create varied and context-appropriate manipulations, documenting each edit meticulously. I'll maintain a consistent naming convention to facilitate easy identification and ensure the final output reflects a diverse range of defects and enhancements. The deliverables will include two folders for food and cars, each containing original and edited images, along with a comprehensive CSV file detailing the edits applied to each pair. With a strong background in image processing and dataset creation for AI training, I'm confident in delivering this project effectively. I can start immediately. Regards.

@mubashir021

Hello, your project on creating a dataset for AI fraud detection is fascinating, and I can help you generate the specific image pairs you need for both food and cars. I am Mubashir, a Full-Stack Developer with 6+ years of experience in data collection and image processing. I understand you need 4,000 image pairs that include unedited and edited versions of food and car photos, focusing on specific edits to aid in fraud detection. 1. First, I will source high-quality food and car images that meet your resolution and content requirements, ensuring variety in each dataset. 2. Then, I will use mobile editing apps like Snapseed and Lightroom Mobile to apply the specified edits, ensuring the food looks worse and the cars look better for your AI model. 3. After that, I will organize the images into the requested folder structure and create a CSV file that details each image pair and the edits applied. 4. Finally, I will conduct a quality check to ensure all images meet your standards before delivery. Even if you're still considering your options, I'm happy to provide a FREE detailed quotation and project proposal with a suggested roadmap at no cost. You can use my proposal as a reference, regardless of your final choice. >>> My Work: https://www.freelancer.com/u/mubashir021 <<< Drop me a message and let's get this sorted. Mubashir

@kirillh3

Hello, I appreciate your detailed project description for the AI fraud detection dataset. Creating 4,000 image pairs is a task I'm excited to tackle. With a strong background in photography and image editing, I understand your requirement for high-quality, authentic images that meet specific editing criteria. I have extensive experience with Photoshop and mobile editing apps like Snapseed and Lightroom, ensuring diverse edits for both food and car images. I will adhere strictly to your structure for the datasets, providing the necessary metadata for each pair. Quality is my priority. I will avoid generic edits and ensure the images reflect the intended manipulations to effectively train your AI model. I’m committed to open communication and can adjust my approach based on your feedback throughout the process. Looking forward to discussing this project further!

@mallikarjun3230

Hello, I’m Mallikarjun, a developer with experience in AI datasets, data processing, and automation pipelines. I can help you build a high-quality paired dataset (4,000 image pairs) following your exact requirements. I will ensure: • Proper collection of original images (food & cars) with required diversity • Manual edits using mobile apps (Snapseed, Lightroom, etc.) to simulate real-world fraud scenarios • Strict adherence to resolution, format, and naming conventions • Well-structured folders and a detailed metadata CSV describing each edit • Variety in edits (no repetitive patterns) to improve model training quality I can also implement a quality-check pipeline to ensure consistency and no duplicates or low-quality images. Best Regards, Mallikarjun