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This technical report introduces our solutions of Team 'FineGrainedSeg' forInstance Segmentation track in 3D AI Challenge 2020. In order to handleextremely large objects in 3D-FUTURE, we adopt PointRend as our basicframework, which outputs more fine-grained masks compared to HTC and SOLOv2.Our final submission is an ensemble of 5 PointRend models, which achieves the1st place on both validation and test leaderboards. The code is available athttps://github.com/zehuichen123/3DFuture_ins_seg.

Towards Fine-grained Large Object Segmentation 1st Place Solution to 3D AI Challenge 2020 -- Instance Segmentation Track