I captured the same scene with same settings:
- Nikon D7500
- Exposure time 1.3s
- ISO 800
The difference, which is significantly can be seen in the picture below.
The Sigma lens f/1.8 captures 4 time more light as my Nikon 18-200mm lens on 18mm f/3.5.
So f/numbers do matter :)
