1 code implementation • 19 Oct 2023 • Yuanduo Hong, Jue Wang, Weichao Sun, Huihui Pan
Building upon the original motivations of plain ViTs, which are simplicity and generality, we explore high-performance `minimalist' systems to this end.
Ranked #1 on Semantic Segmentation on PASCAL Context
no code implementations • 25 Sep 2023 • Dongxu Lei, Xiaotian Lin, Xinghu Yu, Zhan Li, Weichao Sun, Jianbin Qiu, Songlin Zhuang, Huijun Gao
In a multitude of industrial fields, a key objective entails optimising resource management whilst satisfying user requirements.
no code implementations • 28 Dec 2022 • Yuanduo Hong, Huihui Pan, Weichao Sun, Xinghu Yu, Huijun Gao
Vision transformers (ViTs) encoding an image as a sequence of patches bring new paradigms for semantic segmentation. We present an efficient framework of representation separation in local-patch level and global-region level for semantic segmentation with ViTs.
Ranked #2 on Semantic Segmentation on COCO-Stuff test
8 code implementations • 15 Jan 2021 • Yuanduo Hong, Huihui Pan, Weichao Sun, Yisong Jia
The proposed deep dual-resolution networks (DDRNets) are composed of two deep branches between which multiple bilateral fusions are performed.
Ranked #2 on All-day Semantic Segmentation on All-day CityScapes