Land Cover Detection

https://preview.redd.it/gkmxyqbgdbmh1.png?width=1197&format=png&auto=webp&s=301d0695e151935c33eb262956969b191adbd69c

With any Local AI, is it possible to extract the Land Cover like this?
The right one was done with Gemini 2.5 pro in the chat.

I have tried SAM3 and Qwen 3 VL 8B. The results are nowhere near the shown image. Infact, Qwen 3 VL is producing pure garbage. Have also tried SegFormer3, the results are good, but not sharp edges like the one displayed in the picture.

I am mainly interested in four categories:

1. Total Impervious (Roof, concrete)
2. Semi-pervious (unpaved yard)
3. Pervious (Vegatated, Landscape)
4. Micro-storage (depris, cluttered items in the yard, etc).

[Only the first three will also do]

Any suggestion is much appreciated.