FasterSeg: Searching for Faster Real-time Semantic Segmentation

ICLR 2020 Anonymous

We present FasterSeg, an automatically designed semantic segmentation network with not only state-of-the-art performance but also faster speed than current methods. Utilizing neural architecture search (NAS), FasterSeg is discovered from a novel and broader search space integrating multi-resolution branches, that has been recently found to be vital in manually designed segmentation models... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Real-Time Semantic Segmentation Cityscapes test FasterSeg mIoU 71.5% # 6
Real-Time Semantic Segmentation Cityscapes test FasterSeg Time (ms) 6.1 # 1
Real-Time Semantic Segmentation Cityscapes test FasterSeg Frame (fps) 163.9 # 1