Rare Earth Juejin Tech Community
Jul 21, 2023 · Artificial Intelligence
Problems and Solutions in Semantic Segmentation: An Overview of DeepLabV1
This article explains the two main challenges of applying deep convolutional neural networks to semantic segmentation—signal down‑sampling and loss of spatial precision—and describes how the DeepLabV1 architecture, using dilated convolutions, large‑field‑of‑view modules, fully‑connected CRF and multi‑scale fusion, addresses these issues while achieving faster, more accurate segmentation results.
CRFDeepLabV1Semantic segmentation
0 likes · 12 min read