Titan Forest

A Kyodai-ju no Mori (巨大樹の森), known also as a Forest of Giant Trees, is comprised of tall trees (generally around 80 meters tall), which have enormous trunks, large branches, and can grow larger than almost all notable Titans. Due to their enormous sizes, humans can stay atop the upper branches of the trees and remain safe from Titans, which do not possess the intelligence to climb trees. They are used by the Survey Corps for certain goals on expeditions. These forests are excellent places to use the vertical maneuvering equipment, as there are many tall tree trunks and branches to which the metal ropes can secure to, improving versatility and mobility although in contrast, it is also a perfect place for Titans due to the large tree trunks concealing them and the denseness of the forests reduce visibility to incoming Titans until it's too late.

The Female Titan arc
During the 57th Expedition to the lands beyond Wall Rose, the entirety of the Survey Corps' outer right flank was wiped out, due to the Female Titan apparently leading an army of Titans. Commander Erwin, the leader of the expedition, signaled the center column to enter the pathway to the Titan Forest, located somewhere between Wall Maria and Wall Rose.

The remaining units, who were not brutally killed by the Female Titan, were ordered to station themselves on the borders of the forest and stop any Titans that attempted to enter. At the other end of the forest, as expected, the Female Titan followed the center column into the forest. She pursued Levi's squad in the forest, brutally killing the Survey Corps members who attempted to kill her.

Soon after, the Female Titan is lured and falls into Erwin's trap, and is held in the forest while protecting the back of her neck, with the Survey Corps' hopes of capturing the human inside. She later cries for Titans surrounding the forest to eat her alive as to escape her temporary confinement. After the whole of Levi's squad, with the exception of Eren and Levi himself, is brutally murdered by the Female Titan, Eren transforms to battle the Female Titan. After Eren is defeated and kidnapped, Levi and Mikasa attempt to attack the Female Titan and Levi successfully rescues him.

Clash of the Titans arc
Hange Zoë deduced that Reiner Braun and Bertolt Hoover must have stopped by at a Titan Forest, located somewhere between Wall Rose and Wall Maria, because they had just had an exhausting fight with Eren and some members of the Survey Corps and would require some rest in their human forms. The upper branches in the forest would serve as excellent protection from other Titans while they recovered.

Later, Reiner expresses that he, Bertolt, Eren and Ymir have no choice but to wait until nightfall to move out.

Trivia

 * There are several of these forests in the region between walls Maria and Rose and they originally functioned as tourist spots.
 * Because of their sheer size, the trees may be based on sequoias.