I researched a bit and I believe it's a swamp.
Explanation: We can use the process of elimination.
Descriptions
Bog: "wet, spongy ground" (no forested areas)
Swamp: "forested wetland"
Marshes in general: "a wetland that is dominated by herbaceous rather than woody plant species."