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SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

31 May 2021

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Papers citing "SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers"

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Title
Content Preserving Image Translation with Texture Co-occurrence and Spatial Self-Similarity for Texture Debiasing and Domain Adaptation Hao Li Dongkyu Won Wei Lu Philip Chikontwe Pengjun Xie June Hong Ahn Sang Hyun Park 112 37 0 15 Oct 2021
Transformer for Polyp Detection Shijie Liu Hongyu Zhou Xiaozhou Shi Junwen Pan ViT MedIm 69 4 0 14 Oct 2021
6D-ViT: Category-Level 6D Object Pose Estimation via Transformer-based Instance Representation Learning Lu Zou Zhangjin Huang Naijie Gu Guoping Wang ViT 82 47 0 10 Oct 2021
Localizing Objects with Self-Supervised Transformers and no Labels Oriane Siméoni Gilles Puy Huy V. Vo Simon Roburin Spyros Gidaris Andrei Bursuc P. Pérez Renaud Marlet Jean Ponce ViT 260 203 0 29 Sep 2021
OH-Former: Omni-Relational High-Order Transformer for Person Re-Identification Xianing Chen Chunlin Xu Qiong Cao Jialang Xu Yujie Zhong Jiale Xu Zhengxin Li Jingya Wang Shenghua Gao ViT 98 18 0 23 Sep 2021
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery Libo Wang Rui Li Ce Zhang Shenghui Fang Chenxi Duan Xiaoliang Meng P. M. Atkinson ViT 123 682 0 18 Sep 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 163 186 0 15 Sep 2021
Complementary Feature Enhanced Network with Vision Transformer for Image Dehazing Dong Zhao Jia Li Hongyu Li Longhao Xu ViT 70 17 0 15 Sep 2021
TNS: Terrain Traversability Mapping and Navigation System for Autonomous Excavators Tianrui Guan Zhenpeng He Ruitao Song Tianyi Zhou Liangjun Zhang 142 37 0 13 Sep 2021
Rethinking Lightweight Convolutional Neural Networks for Efficient and High-quality Pavement Crack Detection Kai Li Jie Yang Siwei Ma Bo Wang Shanshe Wang Ying-fang Tian Zhiquan Qi 78 12 0 13 Sep 2021
Panoptic SegFormer: Delving Deeper into Panoptic Segmentation with Transformers Zhiqi Li Wenhai Wang Enze Xie Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo Tong Lu ViT 171 140 0 08 Sep 2021
Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local Enhancement Wenxi Liu Qi Li Xin Lin Weixiang Yang Shengfeng He Yuanlong Yu 67 7 0 06 Sep 2021
Semantic Segmentation on VSPW Dataset through Aggregation of Transformer Models Zixuan Chen Junhong Zou Xiaotao Wang ViT 67 2 0 03 Sep 2021
LUAI Challenge 2021 on Learning to Understand Aerial Images Guisong Xia Jian Ding Ming Qian Nan Xue Jiaming Han ... Zhuojun Dong Jie Zhang Qianyue Bao Zixiao Zhang Fang Liu 51 1 0 30 Aug 2021
Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance Jiaming Zhang Kailun Yang Angela Constantinescu Kunyu Peng Karin Muller Rainer Stiefelhagen ViT 85 69 0 20 Aug 2021
Flying Guide Dog: Walkable Path Discovery for the Visually Impaired Utilizing Drones and Transformer-based Semantic Segmentation Haobin Tan Chang Chen Xinyu Luo Jiaming Zhang C. Seibold Kailun Yang Rainer Stiefelhagen 54 18 0 16 Aug 2021
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers B. Dong Wenhai Wang Deng-Ping Fan Jinpeng Li Huazhu Fu Ling Shao ViT MedIm 79 331 0 16 Aug 2021
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Qianyu Zhou Zhengyang Feng Qiqi Gu Jiangmiao Pang Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 136 131 0 08 Aug 2021
Open-World Entity Segmentation Lu Qi Jason Kuen Yi Wang Jiuxiang Gu Hengshuang Zhao Zhe Lin Philip Torr Jiaya Jia OCL SSeg VLM 148 82 0 29 Jul 2021
A Unified Efficient Pyramid Transformer for Semantic Segmentation Fangrui Zhu Yi Zhu Li Zhang Chongruo Wu Yanwei Fu Mu Li ViT 105 30 0 29 Jul 2021
CycleMLP: A MLP-like Architecture for Dense Prediction Shoufa Chen Enze Xie Chongjian Ge Runjian Chen Ding Liang Ping Luo 139 235 0 21 Jul 2021
GiT: Graph Interactive Transformer for Vehicle Re-identification Fei Shen Yi Xie Jianqing Zhu Xiaobin Zhu Huanqiang Zeng ViT 115 113 0 12 Jul 2021
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation Bingzhi Chen Yishu Liu Zheng Zhang Guangming Lu A. W. Kong MedIm ViT 159 223 0 12 Jul 2021
Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World Jiaming Zhang Kailun Yang Angela Constantinescu Kunyu Peng Karin Muller Rainer Stiefelhagen ViT 92 62 0 07 Jul 2021
Focal Self-attention for Local-Global Interactions in Vision Transformers Jianwei Yang Chunyuan Li Pengchuan Zhang Xiyang Dai Bin Xiao Lu Yuan Jianfeng Gao ViT 84 436 0 01 Jul 2021
VOLO: Vision Outlooker for Visual Recognition Li-xin Yuan Qibin Hou Zihang Jiang Jiashi Feng Shuicheng Yan ViT 128 328 0 24 Jun 2021
Source Data-Free Cross-Domain Semantic Segmentation: Align, Teach and Propagate Yuxi Wang Jian Liang Zhaoxiang Zhang 139 6 0 22 Jun 2021
Spectral Unsupervised Domain Adaptation for Visual Recognition Jingyi Zhang Jiaxing Huang Zichen Tian Shijian Lu 82 68 0 11 Jun 2021
Rethinking Global Context in Crowd Counting Guolei Sun Yun-Hai Liu Thomas Probst D. Paudel Nikola Popovic Luc Van Gool ViT 75 17 0 23 May 2021
ACDC: The Adverse Conditions Dataset with Correspondences for Robust Semantic Driving Scene Perception Daniel Gehrig Haoran Wang Ke Li René Zurbrugg Arpit Jadon Wim Abbeloos Daniel Olmeda Reino Luc Van Gool Dengxin Dai 90 6 0 27 Apr 2021
DA-DETR: Domain Adaptive Detection Transformer with Information Fusion Jingyi Zhang Jiaxing Huang Zhipeng Luo Gongjie Zhang Xiaoqin Zhang Shijian Lu ViT 88 36 0 31 Mar 2021
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Driving Li Wang D. Li Han Liu Jinzhan Peng Lu Tian Yi Shan 57 37 0 21 Mar 2021
GANav: Efficient Terrain Segmentation for Robot Navigation in Unstructured Outdoor Environments Tianrui Guan D. Kothandaraman Rohan Chandra A. Sathyamoorthy K. Weerakoon Tianyi Zhou 95 109 0 07 Mar 2021
Channelized Axial Attention for Semantic Segmentation -- Considering Channel Relation within Spatial Attention for Semantic Segmentation Ye Huang Di Kang W. Jia Xiangjian He Liu Liu 169 36 0 19 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 361 2,560 0 04 Jan 2021
A Survey on Visual Transformer Kai Han Yunhe Wang Hanting Chen Xinghao Chen Jianyuan Guo ... Chunjing Xu Yixing Xu Zhaohui Yang Yiman Zhang Dacheng Tao ViT 229 2,276 0 23 Dec 2020
Delving Deeper into Anti-aliasing in ConvNets Xueyan Zou Fanyi Xiao Zhiding Yu Yong Jae Lee SupR 72 107 0 21 Aug 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 93 48 0 18 Jun 2020
Edge Guided GANs with Contrastive Learning for Semantic Image Synthesis Hao Tang Xiaojuan Qi Guolei Sun Dan Xu N. Sebe Radu Timofte Luc Van Gool GAN 72 11 0 31 Mar 2020