Solar Panel Detection on Roofs

@HiraMahmood4072

Hello, I have over 7 years of experience in Data Science and have carefully read the requirements for detecting solar panels on roofs using satellite images. To address this project, I will utilize image analysis techniques along with machine learning algorithms to detect the presence of solar panels on roofs. By processing the satellite images, I will extract relevant features to identify the solar panels accurately. Additionally, I will implement geo-tagging to obtain the addresses of the buildings with solar panels for mailing purposes. I am proficient in handling and analyzing satellite images, particularly in formats like GeoTIFF. My experience in GIS software will further enhance the accuracy of the analysis. I would like to discuss the project further in chat to understand your specific needs and provide a tailored solution. You can visit my profile at https://www.freelancer.com/u/HiraMahmood4072 Thank you.

@GdevDataSceince

Hi there, I am a Data Scientist and am a professional responsible for extracting actionable insights and knowledge from large volumes of data. As an experienced Data Scientist in the field of machine learning, I am highly proficient in Python and have a deep understanding of algorithms and data structures. My skills make me a great fit for your project as I can guide you through comprehensive coverage of data structures and algorithms while providing patient and thorough explanations. I have over 12-plus years of experience with Python Library Pandas, Karas, TensorFlow, NumPy, PyCharm, Py torch, Open CV, NLP, and others. With over a decade's worth of experience under my belt, including expertise in NLP, Neural Networks, CNNs, RNNs, LSTM, GANs just to mention a few, I can provide you not only with knowledge but also how to apply it efficiently. Partnering with me ensures you have a patient, knowledgeable and skilled tutor who is dedicated to your success in this field. My top priority is to provide a high quality of work, https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev

@AhmadXpert2410

Hi there, I can help you detect the presence of solar panels on roofs using satellite imagery through a machine learning-based approach. The key steps will include preprocessing GeoTIFF images, applying deep learning techniques like YOLO or Mask R-CNN for object detection, and then identifying solar panels on the roofs. I’ll ensure the detection model is tailored to accurately identify panels in various configurations. Once the solar panels are detected, I’ll use GIS software to georeference the coordinates of the detected panels and map them to real-world addresses. This will allow you to easily identify the buildings and send out targeted mail regarding solar panel installations. The final deliverables will include a cleaned dataset with addresses, annotated satellite images, and a clear analysis report on the presence of solar panels. This approach will allow you to effectively monitor and contact property owners with solar panels on their roofs. Regards, Ahmad

@kend27

Hi, I can design a practical, scalable solution to detect the presence of solar panels on rooftops using high-resolution satellite imagery. The approach would use 10–30 cm resolution GeoTIFF imagery (RGB, optionally NIR), combined with a trained object detection model (e.g., YOLO or similar) to identify solar panel arrays. Detections would then be spatially matched with building footprint and parcel datasets to extract corresponding property addresses for mailing purposes. The workflow would include: * Image tiling and preprocessing * Solar panel presence detection (building-level classification) * GIS-based spatial join to associate detections with addresses * Clear reporting output (CSV + map layer) I have experience with satellite imagery analysis, GeoTIFF processing, and ML-based object detection pipelines, and can also advise on suitable imagery providers and licensing considerations. Happy to discuss your target geography and data availability to define the most efficient implementation path. Best regards, Ken

@luanlrx

I am a perfect fit for your project. With expertise in satellite image analysis and machine learning, I understand your need for a clean, professional, user-friendly, and seamless solution to detect solar panels accurately on roofs. Your focus on integrated, automated processing and detailed, structured CSV reporting aligns with my experience in handling GeoTIFF imagery and GIS data. I offer skills in image recognition, geospatial analysis, and scalable data processing. While I am new to freelancer, I have tons of experience and have done other projects off site. I would love to chat more about your project! Regards, Luan

@jesica46

Hello there, As an experienced researcher and data scientist, data analyst, my qualitative analysis skills perfectly align with your job requirements. My profound knowledge of Python and R Studio guarantees fast learning and adaptation to new tools. Moreover, my advanced skills in Excel make me highly competent in handling large datasets efficiently—making me proficient in extracting the best insights from your transcripts. I fully comprehend the importance of working papers and meticulously preparing financial statements, especially within strict timelines. my sharp analytical skills and extensive knowledge of excel ensure that I leave no stone unturned in making sure every detail is covered under evaluation. My passion for quality, originality and meeting deadlines makes me an excellent choice for this project. I cannot wait to prove my extensive skills to you through providing actionable insights that will help guide your decision making regarding domestic charter flights. Best Regards

@qualityxenter

Affordable, Early Delivery. ★★★★★★★★★★★★★★I hold a Masters degree which gives me the requisite background to handle writing from various subjects. I am a highly committed person towards my work. You can rely on QualityXenter for quality and consistency in writing. We never violate copyright rules. I have vast amount of experience in this industry since I am working from 2015 as a professional writer. I provide many modifications till to get your satisfactions. I have access to enough journals to use in your research project. I always produce quality work at VERY LOW RATES so, don't worry if you have a low budget for your work, I will be very happy to make a new client like you. I am producing quality work for my clients including ARTICLE WRITING, REPORT WRITING, ESSAY WRITING, RESEARCH PAPERS, BUSINESS PLAN, TECHNICAL WRITING, MATLAB, THESIS, ACCOUNTING & FINANCE work ETC. Go through my profile link https://www.freelancer.com/u/qualityxenter

@durgesh8527

Pllavi's the name, tech and data are my game! While I'm most famous for my prowess in web and mobile app development, I'm well-versed in advanced data analysis and machine learning concepts. My expertise can undoubtedly serve your project, as I'm familiar not only with handling but also deeply analyzing satellite images through formats like GeoTIFF - surely a crucial skill given the nature of your task. Furthermore, working with GIS software is second nature to me. In one instance of my work, I lead the successful management of numerous applications on ASAA and BlueMix cloud platforms ensuring scalability with AWS and IBM Cloud services respectively - an ability that would be pivotal if we're to ever scale up this project. On top of all that, my code-writing hobby tempts me to explore new technologies - a useful trait when employing image analysis techniques as novel as what we're discussing here! With a track record of creating high-quality solutions under tight deadlines at affordable prices, I promise not just competence but also cost-efficiency for your mission.

@SolutionMart

My name is "Usama Safdar" and I am a Ph.D degree holder which means I am highly-capable to tackle this project "Content Editor " with 100 percent accuracy. I am a professional writer with over 6 years of experience in writing; Essays, Research Summaries, Thesis, Dissertation, Lab Reports and Case Studies. I always provide High-Quality Solutions within the shortest possible time with all instructions followed against very reasonable prices. I can manage works even with shortest deadlines like; "2500 words work in just 6 Hours" with very reasonable time. As a pro academic writer I am also familiar with all the referencing styles; such as APA, Harvard, OSCOLA, IEE, MLA etc. I always provide plagiarism-free solutions and as a prove I also provide "FREE Turnitin reports". For Samples, please visit my profile https://www.freelancer.com/u/SolutionMart Please message me to start the discussion. Thank You

@MIndlabsAi6

Hello, I am Vishal Maharaj, with 20 years of experience in Computer Vision. I have carefully reviewed the project requirements for detecting solar panels on roofs using satellite images. To achieve this, I propose utilizing advanced image processing techniques combined with machine learning algorithms to accurately identify the presence of solar panels in the satellite images. Additionally, I will extract the addresses of the buildings with solar panels for further communication purposes. I have extensive experience in handling and analyzing satellite images, particularly in GeoTIFF format, and can efficiently work with GIS software to enhance the analysis. I am ready to discuss the project details further. Please initiate the chat to explore how we can collaborate effectively. Cheers, Vishal Maharaj

@simonp75

Hello , I went through your project description and it seems like I'm a great fit for this job. I'm a 10+ years of experienced full stack AI developer on Data Science, Image Processing, Data Analysis, Computer Vision, Deep Learning, Image Recognition, Image Analysis, Object Detection Please come over chat and discuss your requirement in a detailed way. Thank You

@juliam0505

⭕⭕⭕⭕⭕Hi how are you? I read your description carefully and just wrote proposal to work on this opportunity! Employer, your project on detecting solar panels on roofs using satellite images aligns perfectly with my expertise in image analysis, computer vision, and deep learning. I have substantial hands-on experience in handling satellite imagery, particularly in formats like GeoTIFF, and utilizing data science techniques for object detection and image recognition. The most important part of successfully completing this project is developing an accurate and efficient model that can reliably detect the presence of solar panels from satellite images and identify the corresponding addresses for outreach purposes. Here’s a clear approach to achieve this solution: - ⭐ Utilize advanced deep learning models tailored for image recognition and object detection. - ⭐ Employ image processing techniques to enhance the analysis of satellite images. - ⭐ Integrate GIS software to accurately map and extract building addresses. - ⭐ Provide guidance on acquiring high-resolution satellite imagery suitable for analysis. I look forward to the opportunity to collaborate with you on this exciting project. Please feel free to reach out if you have any questions or need further clarification. Thank you for considering my proposal!

@SkillCrafts

I’ve delivered several computer vision projects focused on geospatial intelligence, including a recent initiative automating infrastructure detection using sub-meter resolution satellite imagery. Solar panel detection requires nuanced semantic segmentation to distinguish photovoltaic cells from features like skylights or dark metal roofing. My experience with high-resolution datasets ensures I can build a pipeline that is both accurate and scalable across large geographic regions. I propose deploying a Mask R-CNN or U-Net architecture in PyTorch, as these are industry standards for pixel-level classification of irregularly shaped objects. I’ll utilize GDAL and OpenCV for pre-processing tiled imagery, ensuring the model remains robust against varying solar angles and atmospheric conditions. To minimize false positives from reflective surfaces, I’ll implement a post-processing layer that filters detections based on geometric constraints and spectral signatures. I can also integrate the inference engine with Mapbox or Google Earth Engine to automate data ingestion and output results directly in GeoJSON format for mapping. Do you already have a labeled dataset for training, or should I assist in curating one using tools like CVAT? Is there a specific minimum imagery resolution you intend to use, or should the model be adaptable to various providers? I’d be happy to discuss how we can optimize detection accuracy for your specific use case over a quick chat or video call whenever you're ready to align on the technical requirements.

@joep84

Your solar panel detection project is a great fit for my background in computer vision and geospatial analysis. I've worked with satellite imagery pipelines before, including handling GeoTIFF formats and extracting coordinate data for geocoding building addresses. For the detection piece, I'd use a pre-trained object detection model like YOLOv8 or Faster R-CNN, fine-tuned on solar panel imagery. There are existing datasets specifically for rooftop solar detection that can give us a strong starting point. For the address extraction, once we have bounding boxes on detected panels, I can reverse-geocode the coordinates using the Google Maps or OpenStreetMap Nominatim API to pull the street addresses you need for your mailing list. On the imagery side, you'll want RGB satellite tiles at roughly 30-50cm resolution to reliably detect residential panels. Google Earth Engine, Mapbox, or Nearmap are solid options depending on your coverage area. If you already have imagery or a specific region in mind, I can advise on the best approach. I can deliver a Python script or notebook that takes your satellite images as input and outputs a CSV with detected panel locations and corresponding addresses, ready for your mail campaign. Let me know if you'd like to discuss the technical approach or see examples of similar work. Happy to jump on a quick call to scope this out properly.

@InjectAI

I fully understand your requirements and can develop a solution to detect solar panels on roofs using satellite imagery. I have experience in QGIS and web-based GIS platforms, including integrating AI/computer vision tasks within both QGIS and custom web GIS workflows. What I will Deliver:- Detect solar panels on existing roofs using satellite imagery Generate analysis report with presence/absence per building Provide building addresses for detected roofs Guidance on required satellite imagery and formats (GeoTIFF, high-resolution) Tech Stack I will use:- Python 3, TensorFlow / PyTorch – Image analysis and detection models QGIS / Geopandas / Shapely – GIS data handling and building footprint extraction Rasterio / GDAL – Satellite image processing (GeoTIFF, raster formats) OpenCV / scikit-image – Image pre-processing Django / Flask + Leaflet / Mapbox – Web GIS interface for visualizing results PostgreSQL / PostGIS – Store building coordinates and detection outcomes I am offering introductory rates and can deliver a scalable, maintainable solution. Similar AI + GIS projects are available on my LinkedIn profile. Regards, Malik Abdul Salam

@zahid2040

I have experience working with vision based inspection system from the last 8 years delivering 15+ Computer Vision Inspection projects to Global Giants companies, making them accurately work end to end with complete reliability. I also have a product which takes images and do everything for you automatically and create a reliable accurate production ready defects inspection system. please let me know we can talk on this. Thanks

@nadiad382

Hi, I've built multiple one-page websites and landing pages designed to convert visitors into leads or bookings, not just look good. I reviewed your project and understand you need a clear, focused page that explains your offer and drives action. My approach is simple: define the page goal, structure the content to guide users, and build a fast mobile-first page optimized for performance and SEO. I avoid bloated designs and focus on clarity, speed, and results. I can start with a clear section layout emphasizing your image analysis expertise and how you solve satellite image challenges. Happy to discuss your goals and timeline. Nadia

@keaganmini

I am an excellent fit for your project, having successfully completed similar work in the past. Your focus on clean, professional, and user-friendly solar panel presence detection using satellite imagery aligns perfectly with my expertise. I understand the need for seamless integration of analysis and precise address data in CSV format with detailed verification criteria. My skills include advanced image analysis, machine learning, and handling GeoTIFF satellite images, along with proficiency in GIS software for accurate location mapping. Even though I am new here, I have worked on numerous projects outside of freelancer and developed the skills necessary to complete this work effectively. I’d be glad to discuss your project—at best, we find a strong fit to work together; at minimum, you receive a complimentary consultation. Regards, Keagan.

@muhamms6

Greeting,Good Day, I’m glad to assist you with the Solar Panel Detection on Roofs pilot project. I’ve carefully reviewed all instructions, accuracy requirements, and output specifications, and I’m confident I can deliver results exactly as outlined. I understand this project requires strict visual confirmation only, no assumptions, and maintaining 95%+ accuracy, especially since all YES entries will be audited. I will follow your Solar Detection rules precisely (YES / NO / UNCERTAIN) based strictly on visible evidence from satellite imagery. My core strengths include: High attention to detail for visual verification tasks Accurate data entry with structured Excel/CSV outputs (UTF-8, values only) Experience handling geospatial data (lat/long in decimal degrees) Consistent verification workflow with clear confidence labeling I can start with the Tuscany, Calgary pilot community, validate results, and then help you scale efficiently to additional communities with clear cost estimates per phase. I always provide accurate, well-documented results and meet deadlines without compromising quality. Looking forward to working with you and starting the pilot project.