This manga is about Sherlock Holmes' 17 year old niece, who I guess is also a detective.
In this scene, Christie and her partner are investigating something at a shipyard. They are attacked by men in sunglasses and hats. The men throw a big fishing net over the girls, and then knock them out.

When Christie and her partner wake up, they are tied to a pole in a warehouse.