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I have a geo-referenced shapefile of the Wembanad wetland in Kerala together with the satellite imagery for four separate years. What I now need is a set training data polygons(50-100 for each class) creation—one for each year—built inside a standard GIS environment. The classification must separate Urban areas, Water bodies and Vegetation, barren land, crops(no subclasses required) we agree on after a quick review of the imagery. All processing should be done in mainstream GIS software (ArcGIS, QGIS or an equivalent that can export common formats). Deliverables training data polygons(50-100 for each class) for each year. I will supply the shapefile boundaries; everything else—from training data(atleast 50 samples for each class) creation —will be up to you. If the output aligns with the agreed legend and reaches acceptable overall accuracy, the job is complete.
Project ID: 40425808
14 proposals
Remote project
Active 6 days ago
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14 freelancers are bidding on average ₹3,529 INR for this job

I am a GIS specialist with over 10 years of experience. I have done several land cover analysis and i will do a professional work for you
₹7,000 INR in 3 days
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Hi there, I'm very much informed about this and in fact, it's the area I'm good at in generating LULCs. I have very good samples to show you ,if you wish prior the start. And as of me, I will be sending you quick samples of your task . Thank you!
₹1,050 INR in 7 days
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Dear Client, I am an experienced GIS professional with 13+ years of experience in telecom GIS, remote sensing, spatial data analysis, and mapping projects. I have strong hands-on expertise in ArcGIS, QGIS, satellite image interpretation, shapefile processing, polygon digitization, land use/land cover classification, and quality validation. For this project, I can accurately classify wetlands into Urban areas, Water bodies, Vegetation, barren land, and crop subclasses as required. I have worked extensively on large geospatial datasets and can ensure well-structured training polygons (50–100 per class) with proper labeling and high accuracy standards. Why I am suitable for this project: • Strong experience in GIS & Remote Sensing projects • Expertise in ArcGIS, QGIS, shapefile handling, and spatial analysis • Accurate satellite imagery interpretation and classification • Ability to deliver quality output within timelines • Good communication and quick turnaround support I understand the importance of data accuracy and consistency for model training datasets and can complete the work professionally within the given timeline. Looking forward to working with you on this project. Regards, Dilip S. GIS & Remote Sensing Professional
₹1,050 INR in 7 days
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I am a GIS and Remote Sensing Specialist with experience in satellite image interpretation, land use/land cover mapping, and training sample preparation using ArcGIS Pro, QGIS, and Google Earth Engine. I can create accurate training data polygons (50–100 samples per class) for all four years of the Wembanad wetland study area based on the provided geo-referenced shapefile and satellite imagery. The classification will include: • Urban Areas • Water Bodies • Vegetation • Barren Land • Crops I will carefully digitize representative training samples for each class after reviewing the imagery and maintain consistency across all years. All outputs will be delivered in standard GIS formats (Shapefile/GeoPackage) compatible with ArcGIS and QGIS. I have experience in wetland mapping, environmental GIS analysis, and remote sensing-based classification projects. I can ensure properly distributed training polygons with good class separability to support high overall classification accuracy. Delivery includes: • Training data polygons for 4 years • Minimum 50–100 samples per class per year • Organized GIS layers with proper class names • Ready-to-use outputs for supervised classification I can complete the project efficiently within the required timeline and maintain regular communication during the work.
₹3,000 INR in 6 days
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Hi, I can complete the creation of training data polygons for the Wembanad wetland study using ArcGIS or QGIS. I have experience working with GIS and satellite imagery interpretation, including supervised classification preparation and land cover mapping. I understand the importance of producing clean, well-distributed training samples for accurate classification results. For each of the 4 years, I will: • Create 50–100 training polygons per class • Separate the agreed land cover classes (Urban, Water, Vegetation, Barren land, Crops) • Ensure samples are spatially distributed and visually accurate • Deliver properly organized shapefiles/geodatabase outputs compatible with standard GIS software I will carefully review the imagery before digitizing and maintain consistent class labeling across all years. Deliverables: • Training polygon layers for all years • Proper attribute fields and class IDs • Exported shapefiles or geodatabase format as required I can start immediately and complete the work within the agreed timeline.
₹1,250 INR in 3 days
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As a GIS & Remote Sensing Engineer, I understand that the accuracy of your LULC classification depends entirely on the quality of your training samples. I am available immediately to deliver high-precision polygons for the Vembanad Lake region. Why choose my expertise for this urgent task: Temporal Consistency: I don't just digitize; I meticulously verify historical satellite imagery for each of the 4 years to ensure that every training polygon (50-100 per class) accurately represents its assigned class at that specific point in time. Class Purity: I ensure "clean" samples for all 6 classes (Water, Vegetation, Urban, Agriculture, Wetlands, Bare Soil), avoiding overlaps or mixed pixels that could degrade your model's performance. Software Mastery: I am expert in QGIS and ArcGIS, and I will deliver structured Shapefiles (.SHP) or KMZ files ready for immediate use in your workflow. My Commitment: Quantity: 2,400+ high-quality polygons (6 classes x 100 samples x 4 years). Urgency: I can mobilize my resources to deliver the complete dataset within your required deadline without compromising on geographical precision. Technical Toolkit: QGIS, ArcGIS, and Multi-temporal Satellite Analysis. I am ready to start right now. Let’s discuss the specific years and imagery sources you prefer
₹2,500 INR in 3 days
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I hold GIS international certificate by ESRI and I can work in both GIS programs (Arcgis and QGIS).
₹1,050 INR in 7 days
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Dear, I understand that you need accurate training data polygons for wetland classification across multiple years. I have experience working with satellite imagery and GIS tools to create high-quality labeled datasets for supervised classification. For this project, I will: Carefully review each year’s satellite imagery Digitize 50–100 clean and well-distributed polygons for each class (Urban, Water, Vegetation, Barren land, Crops) Ensure that all samples are pure (no mixed pixels) to improve classification accuracy Maintain consistency across all years Deliver organized shapefiles with proper class attributes, ready for use in classification workflows I can complete this using QGIS (or Global Mapper if preferred) and export in standard formats as required. My focus will be on accuracy, clarity, and proper spatial distribution of samples, which are critical for achieving reliable classification results. I’m happy to do a small sample if needed before starting. Looking forward to working with you. Best regards
₹1,500 INR in 7 days
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Hi Amin Here! I see that you require a GIS expert for your task, I'm available to help you complete within the shortest time possible. I'm a geospatial analyst at your service. Please DM me to start working Thanks
₹1,500 INR in 2 days
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With my extensive experience in market research and analysis, I am adept at extracting valuable insights from complex data. This skillset is directly applicable to the task at hand: creating training data polygons for your critical geo-referenced shapefile project. Throughout my career, I have consistently demonstrated a keen eye for detail and an understanding of the significance of accurate, well-interpreted data. Where our project differs from other Market Research projects that I've undertaken is in its GIS-focused nature. But fear not! As a seasoned Freelancer, I pride myself on being able to quickly adapt to new tools and technologies. I am proficient with ArcGIS, QGIS, as well as several other mainstream GIS software options that you may find fit. Lastly, you will find me to be highly communicative and professional throughout our partnership. I understand the importance of efficient time-keeping and meticulousness when it comes to delivering on-time. What's more, as a native speaker, relinquish any doubts about the quality of my written reports; they'll be concise, engaging and tailored specifically to the project. Choose me for this project and let's create impacting data polygons efficiently and accurately together.
₹5,000 INR in 7 days
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“I can deliver accurate and well-distributed training data polygons (50–100 samples per class) for all four years using standard GIS platforms such as QGIS/ArcGIS. The outputs will be classification-ready, properly attributed, and optimized for reliable land-use/land-cover analysis within the Wembanad wetland region.”
₹5,000 INR in 5 days
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Hi I am a geomatics specialist ( GIS and remote sensing and survey expert) I have done a lot of classification for for satellite imagery so I can do it for you all I need is to know more details and we will do a better job together
₹3,000 INR in 4 days
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Hello, I am highly interested in your Wembanad wetland training data polygon creation project. I am a professional GIS Analyst with experience in remote sensing, land use/land cover mapping, satellite image interpretation, and training sample preparation using QGIS and ArcGIS. For this project, I can: 1. Create 50 high-quality training polygons for each class 2. Prepare training datasets separately for all 4 years 3. Maintain class consistency across years for better classification accuracy samples for: Urban Areas Water Bodies Vegetation Barren Land Crops Deliver properly organized shapefiles compatible with ArcGIS/QGIS I understand that accurate training data is the foundation of successful classification, and I will ensure careful visual interpretation and quality control throughout the work. I can start immediately and complete the work within the required timeline. Best regards, Jiban Ray
₹11,500 INR in 10 days
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Jodhpur, India
Member since May 3, 2026
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