A deep canyon in the ocean floor is called Trench.
Step-by-step explanation:
The sea bottom plunges into deep under-water canyons known as deep-ocean trenches. A trench may be a form of excavation or depression within the ground that's typically deeper than it's wide and slender compared with its length .