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!
Wikipedia Page Creation for Company Category: Article Writing, Copywriting, Editing, Ghostwriting, Research, Technical Writing, Wikipedia, Writing Budget: $250 - $750 USD
24-Dec-2025 10:59 GMT
Industrial Property Development Business Plan Category: Business Analysis, Business Development, Business Plan Writing, Business Plans, Financial Analysis, Financial Modeling, Market Research, Project Management Budget: $15 - $25 USD
Customer Contact Data Spreadsheet Entry Category: Data Analysis, Data Cleansing, Data Management, Data Processing, Excel, Google Sheets, Word Budget: $30 - $250 CAD
SEO Auditor Category: Growth Hacking, SEO Auditing Budget: $30 - $250 AUD
24-Dec-2025 10:51 GMT
Convert 2D Logo to 3D Category: 3D Animation, 3D Art, 3D CAD, 3D Design, 3D Graphic Design, 3D Logo, 3D Modelling, 3D Printing, 3D Rendering, 3D Visualization Budget: $30 - $250 AUD
Enterprise Platform UX Design and Front End Pre-Alpha Category: Figma, Graphic Design, Mobile App Development, Product Design, User Experience Research, User Interface / IA, User Research, UX / User Experience, Web Design Budget: $30 - $250 USD