I will deep learning model, satellite segmentation, classification, object detection


About this gig
Need a deep learning model that actually works on your satellite or drone imagery?
I develop custom GeoAI and remote sensing deep learning models tailored to your data, resolution, sensor type, and target classes. With 5+ years of experience and 14+ international projects completed, I have built production-ready solutions for flood mapping, crop classification, building detection, road extraction, disaster assessment, and environmental monitoring.
Services include:
- Semantic Segmentation (buildings, roads, water, cropland, forests)
- Object Detection (vehicles, solar panels, infrastructure, wildlife)
- Instance Segmentation (tree crowns, rooftops, field boundaries)
- Change Detection (floods, urban growth, deforestation, disasters)
- Dataset preparation, annotation support, and patch extraction
Technologies: U-Net, UNet++, DeepLabV3+, SegFormer, YOLOv8/YOLO11, PyTorch, TensorFlow.
Supported data: Sentinel-1, Sentinel-2, Landsat, Planet, Maxar, UAV/Drone imagery, LiDAR, and SAR.
You receive a trained model, clean source code, evaluation reports, and deployment-ready workflows. Message me with your imagery type and project goal, and I'll recommend the best solution.
Get to know Yogesh Regmi
GeoAI Developer
- FromNepal
- Member sinceMay 2018
- Avg. response time1 hour
- Last delivery6 months
Languages
English, Nepali, Hindi
My Portfolio
Other AI Development Services I Offer
FAQ
What data do I need to provide?
For the Basic package, just share your imagery (GeoTIFF or similar). For Standard and Premium, you'll need labeled data (masks or annotations). If you don't have labels, I can help you set up an annotation workflow or use semi-supervised approaches.
What if my dataset is very small?
Small datasets are common in remote sensing. I use transfer learning, data augmentation, and advanced patch sampling strategies to get strong results even with limited labeled data — this is actually the focus of my published research.
Which deep learning framework do you use?
I primarily use TensorFlow and PyTorch with libraries like segmentation-models-pytorch, Detectron2, and Ultralytics YOLO. I can deliver in whichever framework you prefer.
Can I use the model commercially after delivery?
Yes. All model weights and code I deliver are yours to use commercially. I only ask that you don't resell the raw code as a product without modification.
What accuracy can I expect?
Accuracy depends on your data quality and class complexity. For well-labeled datasets I typically achieve 85–95% IoU on standard classes like buildings and water. I always share a full evaluation report so you know exactly what you're getting.
9 reviews for this Gig
| (8) | ||
| (0) | ||
| (1) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
C colededwards

United States
Yogesh was has been extremely accommodating and been willing to walk me through the model he is using. He has helped me put together a data training set and machine learning model that uses satellite data to identify the locations of roll-off dumpsters.
$100-$200
Price
7 days
Duration
Helpful?D delendeavors

United States
Yogesh is your guy. He is beyond passionate about his work, and will be passionate about yours too. He did brilliant for me regarding detection of felled utility poles! He also went through the code and did his best to explain to a novice like me what all his processes were. Very happy to have worked...
$100-$200
Price
5 weeks
Duration
Helpful?A astrotectonic

Israel
Was delivered on time, however when ordering we discussed more deliverables.
$50-$100
Price
4 weeks
Duration
Helpful?V vrl2021
Repeat Client

Switzerland
he was very hard working and patient to fulfill all our needs. i am happy that everything is working fine
Helpful?L 
laurentpoyet955

France
Great experience, good communication, helpful and fast delivery.
Y 
Seller's Response
Helpful?
9 reviews for this Gig
| (8) | ||
| (0) | ||
| (1) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
C colededwards

United States
Yogesh was has been extremely accommodating and been willing to walk me through the model he is using. He has helped me put together a data training set and machine learning model that uses satellite data to identify the locations of roll-off dumpsters.
$100-$200
Price
7 days
Duration
Helpful?D delendeavors

United States
Yogesh is your guy. He is beyond passionate about his work, and will be passionate about yours too. He did brilliant for me regarding detection of felled utility poles! He also went through the code and did his best to explain to a novice like me what all his processes were. Very happy to have worked...
$100-$200
Price
5 weeks
Duration
Helpful?A astrotectonic

Israel
Was delivered on time, however when ordering we discussed more deliverables.
$50-$100
Price
4 weeks
Duration
Helpful?V vrl2021
Repeat Client

Switzerland
he was very hard working and patient to fulfill all our needs. i am happy that everything is working fine
Helpful?L 
laurentpoyet955

France
Great experience, good communication, helpful and fast delivery.
Y 
Seller's Response
Helpful?

