I would like you to replicate the methodology and results as described in the following paper: "Deep-Learning Integration of CNN–Transformer and U-Net for Bi-Temporal SAR Flash-Flood Detection (Noori et al., 2025)" OR you can suggest for me another good Method.
1. Data Provided You will work with the following resources for the Jeddah region:
Two Sentinel-1 images from Copernicus Dataspace:
Pre-flood: 17 November 2022
Post-flood: 29 November 2022
Satellite: Sentinel-1A
Mode: IW (Interferometric Wide Swath)
Polarization: VV or VH (choose the one most suitable for flood mapping)
Product type: GRD (Ground Range Detected)
A 10 m DEM (GeoTIFF format)
A shapefile for Jeddah city
2. Required Workflow A. Preprocessing Complete all preprocessing steps as described in the paper (orbit file application, thermal noise removal, radiometric calibration, speckle filtering, terrain correction, clipping to Jeddah, etc).
Ensure all images are terrain-corrected and co-registered using the provided DEM.
B. Model Implementation Build and train the deep learning model for flood detection (including the bi-temporal input and the hybrid CNN–Transformer or U-Net baseline, as per the paper).
If you have access to the S1GFloods dataset (or similar), you can use it for reference or benchmarking. (https://drive.google.com/file/d/1bm_sFfJ05Fryj6Ib1niIidOywljzIEgo/view?usp=sharing)).
C. Output Provide all outputs in the same format as in the paper (flood maps, binary masks, performance metrics — F1-score, mIoU, etc).
Please organize the outputs for ease of interpretation and comparison with the results from the publication.
D. Documentation Please document all processing and modeling steps, with the parameters/settings used at each stage.
If you need any further clarification, please let me know.
"I would also like to receive the full code (scripts/notebooks) used in the workflow, as well as a brief final report summarizing the results and insights." Thank you!
New Junior Level Python/Flask/Django Developer Needed Category: API Development, Backend Development, Django, Flask, JavaScript, Python, Software Architecture, Software Development, Web Application, Web Development Budget: $2 - $8 USD
09-Dec-2025 11:00 GMT
PDF Text Copy-Paste Project -- 3 Category: Copy Editing, Copy Typing, Copywriting, Data Entry, Data Processing, Microsoft Word, PDF, Word Budget: ₹12500 - ₹37500 INR
09-Dec-2025 11:00 GMT
PDF Text Copy-Paste Project -- 2 Category: Copy Editing, Copy Typing, Copywriting, Data Entry, Data Processing, Microsoft Word, PDF, Word Budget: ₹12500 - ₹37500 INR
09-Dec-2025 10:58 GMT
Freelancer – LinkedIn Outreach & Conference Promotion Specialist Category: Brand Management, Content Marketing, Digital Marketing, Lead Generation, Linkedin, LinkedIn Profile, Marketing Strategy, Sales, Social Media Management, Social Media Marketing Budget: ₹600 - ₹1500 INR
Creative Certification Logo Overlay Category: Adobe Illustrator, Branding, Creative Design, Graphic Design, Illustration, Logo Animation, Logo Design, Vector Design, Visual Design Budget: ₹1500 - ₹12500 INR
09-Dec-2025 10:55 GMT
Tyre Dealership Corporate Site Category: Branding, Graphic Design, HTML, PHP, SEO, UI / User Interface, Web Design, Web Development Budget: ₹70000 - ₹90000 INR
Automated Aesthetic Care Data Platform Category: API Development, Data Collection, Database Management, JavaScript, MySQL, PHP, Web Crawling, Web Scraping Budget: $750 - $1500 USD
09-Dec-2025 10:53 GMT
E-Commerce GA4 Conversion Tracking Category: A / B Testing, Data Analysis, Google Adwords, Google Analytics, Internet Marketing, PHP, Website Optimization, WooCommerce Budget: €12 - €18 EUR