TrashCan is an instance segmentation dataset of underwater garbage, consisting of 7,212 annotated images, recording various underwater garbage, unmanned submersibles, and the activities of seafloor flora and fauna. The annotations of this dataset are in the format of instance segmentation annotations, and its images are from the J-EDI dataset.