Open Dasadaly opened 6 days ago
👋 Hello @Dasadaly, thank you for your interest in Ultralytics 🚀! We recommend exploring our Docs for guidance on leveraging YOLO's capabilities, where you’ll find helpful resources for Python and CLI usage. You might find valuable insights there to help distinguish between visually similar objects during custom training.
If this is a ❓ Question regarding custom training, please provide more details about your dataset (e.g., example images showing the differences between residential houses, gazebos, and garages) and any training logs you might have. Also, make sure to check out our Tips for Best Training Results which could help improve object detection accuracy for your use case.
For more in-depth discussions and assistance regarding your task:
Ensure you're using the latest version of ultralytics
to access the latest features and fixes. Upgrade all required dependencies in a Python>=3.8 environment as follows:
pip install -U ultralytics
You can also experiment with your models in the following verified environments offering pre-configured setups with CUDA/CUDNN, Python, and PyTorch:
If this badge is green, all Ultralytics CI tests are currently passing. CI tests verify the correct operation of all YOLO Modes and Tasks across macOS, Windows, and Ubuntu environments.
🔥 This is an automated response to provide initial assistance. An Ultralytics engineer will follow up with you shortly to provide further guidance! 😊
@Dasadaly to distinguish similar objects like houses vs. gazebos/garages in satellite imagery:
For commercial use, ensure compliance with our Enterprise License.
1.Since these buildings happen to be very similar, would it interfere with the model if put in a separate class? Wouldn't it get confused?
@Dasadaly for distinguishing similar structures in segmentation:
For commercial use, ensure compliance with our Enterprise License.
Search before asking
Question
I'm trying to train the model to recognize houses from satellite or drone images, the point is to find residential houses. But on some plots there are gazebos or garages in addition to residential houses. They may have the same roof, the size may also be big enough to be confused with a house, just a small house. How to distinguish in such a situation exactly residential houses from gazebos, garages, bathhouses, etc.
Additional
No response