SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

31 May 2021

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

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Title
Dense Prediction with Attentive Feature Aggregation Yung-Hsu Yang Thomas E. Huang Min Sun Samuel Rota Buló Peter Kontschieder F. I. F. Richard Yu 34 7 0 01 Nov 2021
Denoised Non-Local Neural Network for Semantic Segmentation Qi Song Jie Li Hao Guo Rui Huang 20 5 0 27 Oct 2021
The Nuts and Bolts of Adopting Transformer in GANs Rui Xu Xiangyu Xu Kai-xiang Chen Bolei Zhou Chen Change Loy ViT 17 4 0 25 Oct 2021
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 44 37 0 15 Oct 2021
Transformer for Polyp Detection Shijie Liu Hongyu Zhou Xiaozhou Shi Junwen Pan ViT MedIm 32 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 31 45 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 180 196 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 71 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 43 624 0 18 Sep 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 95 174 0 15 Sep 2021
Complementary Feature Enhanced Network with Vision Transformer for Image Dehazing Dong Zhao Jia Li Hongyu Li Longhao Xu ViT 19 16 0 15 Sep 2021
TNS: Terrain Traversability Mapping and Navigation System for Autonomous Excavators Tianrui Guan Zhenpeng He Ruitao Song Tianyi Zhou Liangjun Zhang 29 35 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 42 7 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 34 135 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 29 7 0 06 Sep 2021
Semantic Segmentation on VSPW Dataset through Aggregation of Transformer Models Zixuan Chen Junhong Zou Xiaotao Wang ViT 16 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 27 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 36 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 16 17 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 31 314 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 71 129 0 08 Aug 2021
Open-World Entity Segmentation Lu Qi Jason Kuen Yi Wang Jiuxiang Gu Hengshuang Zhao Zhe-nan Lin Philip H. S. Torr Jiaya Jia OCL SSeg VLM 40 80 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 29 29 0 29 Jul 2021
CycleMLP: A MLP-like Architecture for Dense Prediction Shoufa Chen Enze Xie Chongjian Ge Runjian Chen Ding Liang Ping Luo 33 231 0 21 Jul 2021
GiT: Graph Interactive Transformer for Vehicle Re-identification Fei Shen Yi Xie Jianqing Zhu Xiaobin Zhu Huanqiang Zeng ViT 21 112 0 12 Jul 2021
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation Bingzhi Chen Yishu Liu Zheng-Wei Zhang Guangming Lu A. W. Kong MedIm ViT 103 208 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 36 61 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 42 428 0 01 Jul 2021
VOLO: Vision Outlooker for Visual Recognition Li-xin Yuan Qibin Hou Zihang Jiang Jiashi Feng Shuicheng Yan ViT 52 313 0 24 Jun 2021
Source Data-Free Cross-Domain Semantic Segmentation: Align, Teach and Propagate Yuxi Wang Jian Liang Zhaoxiang Zhang 31 5 0 22 Jun 2021
Spectral Unsupervised Domain Adaptation for Visual Recognition Jingyi Zhang Jiaxing Huang Zichen Tian Shijian Lu 28 66 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 25 17 0 23 May 2021
ACDC: The Adverse Conditions Dataset with Correspondences for Robust Semantic Driving Scene Perception Christos Sakaridis Haoran Wang Ke Li René Zurbrugg Arpit Jadon Wim Abbeloos Daniel Olmeda Reino Luc Van Gool Dengxin Dai 35 4 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 9 35 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 14 36 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 27 103 0 07 Mar 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 289 1,524 0 27 Feb 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 289 3,623 0 24 Feb 2021
Colorization Transformer Manoj Kumar Dirk Weissenborn Nal Kalchbrenner ViT 232 156 0 08 Feb 2021
TransReID: Transformer-based Object Re-Identification Shuting He Haowen Luo Pichao Wang F. Wang Hao Li Wei Jiang ViT 213 794 0 08 Feb 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 31 35 0 19 Jan 2021
TrackFormer: Multi-Object Tracking with Transformers Tim Meinhardt A. Kirillov Laura Leal-Taixe Christoph Feichtenhofer VOT 232 743 0 07 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,430 0 04 Jan 2021
TransTrack: Multiple Object Tracking with Transformer Pei Sun Jinkun Cao Yi-Xin Jiang Rufeng Zhang Enze Xie Zehuan Yuan Changhu Wang Ping Luo ViT VOT 264 566 0 31 Dec 2020
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 18 2,130 0 23 Dec 2020
Delving Deeper into Anti-aliasing in ConvNets Xueyan Zou Fanyi Xiao Zhiding Yu Yong Jae Lee SupR 30 102 0 21 Aug 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 25 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 14 11 0 31 Mar 2020
Learning Dynamic Routing for Semantic Segmentation Yanwei Li Lin Song Yukang Chen Zeming Li Xinming Zhang Xingang Wang Jian Sun SSeg 88 163 0 23 Mar 2020
How Much Position Information Do Convolutional Neural Networks Encode? Md. Amirul Islam Sen Jia Neil D. B. Bruce SSL 205 344 0 22 Jan 2020