For associated publications see here.

C.elegans annotation dataset (worms), by Kainmueller et al, corresponding publication.
GraphFlow – 6D Large Displacement Scene Flow via Graph Matching by Alhaija et al, corresponding publication.
cars and motor dataset by M. Leordeanu and M. Hebert, corresponding publication.

Hotel/House/Synthetic by Florian Bernard et al, corresponding publication.
multicut problems for circuit reconstruction from electron microscopy images from the CREMI challenge by Thorsten Beier et al, corresponding publication
large scale fruit fly brain segmentation problems by Constantin Pape et al, corresponding publication
synthetic multi-label problems by Kuske et al.