For all the users:

1. Go to the page layout.

2. Click the Field Properties in the page layout.

3. Make it Read-Only.

For Specific profile

1. Open the field.

2. Click Set Field-Level Security button.

3. Select Read-Only check box for the profile.

Field to be updated only by the Owner: