Abstract: Highlights•A task-driven neural network that accommodates diverse mesh triangulations/resolutions and manifold/non-manifold mesh models.•Our method demonstrates robust learning capabilities for mesh classification and semantic segmentation tasks.•Extensive experiments were conducted, and all the results consistently validate the efficacy of our proposed approach.
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