HARDNESS-AWARE LOSS FOR OBJECT SEGMENTATION

Hardness-aware loss for object segmentation

In object segmentation, the existence of hard-classified-pixels limits the segmentation performance.Focusing on these hard pixels through assigning different weights to pixel loss can guide the learning of segmentation model effectively.Existing loss weight assignment methods perceive pixels hardness by current predicted information, pay less atten

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Container orchestration on HPC systems through Kubernetes

Abstract Containerisation demonstrates its efficiency in application deployment in Cloud Computing.Containers can encapsulate complex programs with their dependencies in isolated environments making applications more portable, hence are being adopted in High Performance Computing (HPC) clusters.Singularity, initially designed for HPC systems, has V

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