EfficientViT is a new family of semantic segmentation models designed for on-device use, providing significant improvements over previous models despite their lower computational cost.
The models use a lightweight multi-scale attention method and offer significant speedups on mobile platforms, even reducing mobile latency by up to 15 times compared to previous models. They also provide a performance gain of +7.4 mIoU on ADE20K over SegNeXt.