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!
Discord Bot for Xbox Spamming Category: API Development, Automation, Bot Development, C#, Programming, C++, Discord API, PHP, Software Architecture Budget: $30 - $250 USD
24-Aug-2025 03:59 GMT
Secure Rolling Stone Feature Publication Category: Article Writing, Editing, Editorial Writing, Forum Posting, Marketing, Media Relations, Media Sales, Press Releases, Public Relations, Technical Writing Budget: $10 - $30 CAD
24-Aug-2025 03:58 GMT
Engaging Instagram Video Ads Category: Facebook Marketing, Instagram Marketing, Social Media Marketing, Twitter, Video Ads, Video Editing, Video Production, Video Services Budget: ₹1500 - ₹12500 INR
24-Aug-2025 03:58 GMT
Realistic Wolf Drawing with Quote Category: 2D Drawing, Art Consulting, Character Illustration, Graphic Design, Illustration, Tattoo Design Budget: $30 - $250 AUD
24-Aug-2025 03:58 GMT
Realistic Wolf Tattoo Design Category: Art Consulting, Caricature & Cartoons, Character Illustration, Drawing Artist, Fashion Design, Graphic Design, Illustration, Tattoo Design Budget: $250 - $750 AUD
Construction Project Document Review Category: Compliance, Construction, Construction Management, Contract Management, Legal, Project Management, Real Estate, Real Estate Management, Risk Management Budget: $750 - $1500 USD
24-Aug-2025 03:56 GMT
Organic SEO Specialist Needed Category: Analytics, Content Marketing, Digital Marketing, Internet Marketing, Keyword Research, Link Building, Marketing, SEO Budget: $10 - $30 USD
24-Aug-2025 03:54 GMT
Skool Group Content Scraper Category: API, Automation, Data Extraction, Data Processing, Data Scraping, PHP, Web Scraping Budget: $30 - $250 AUD
AI-Enabled Offline Transcription Android App Category: AI Development, AI Model Integration, AI Text To Speech, Android, Android App Development, Flutter, Full Stack Development, Mobile App Development Budget: $30 - $250 USD
24-Aug-2025 03:52 GMT
Crowdfunding Campaign Specialist Needed Category: Content Creation, Content Marketing, Crowdfunding, Digital Marketing, Facebook Marketing, Fundraising, Internet Marketing, Marketing, Social Media Marketing Budget: $250 - $750 USD
24-Aug-2025 03:52 GMT
Find Freelance Photography Gigs Category: Content Writing, Creative Writing, Email Marketing, Freelance, Lead Generation, Market Research, Photography, Social Media Marketing Budget: $15 - $25 USD
24-Aug-2025 03:52 GMT
Stickman Action Game Needed Category: 2D Game Art, Animation, Game Design, Game Development, Game Testing, HTML5, JavaScript, Unity 3D Budget: ₹12500 - ₹37500 INR
