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"

50 / 1,844 papers shown

Title
APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers Jiahao Lu Xi Sheryl Zhang Tianli Zhao Xiangyu He Jian Cheng ViT PILM 17 22 0 28 Dec 2021
Raw Produce Quality Detection with Shifted Window Self-Attention Oh Joon Kwon Byungsoo Kim Youngduck Choi ViT 22 0 0 24 Dec 2021
SeMask: Semantically Masked Transformers for Semantic Segmentation Jitesh Jain Anukriti Singh Nikita Orlov Zilong Huang Jiachen Li Steven Walton Humphrey Shi ViT 27 92 0 23 Dec 2021
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 38 37 0 21 Dec 2021
MPViT: Multi-Path Vision Transformer for Dense Prediction Youngwan Lee Jonghee Kim Jeffrey Willette Sung Ju Hwang ViT 29 244 0 21 Dec 2021
Lite Vision Transformer with Enhanced Self-Attention Chenglin Yang Yilin Wang Jianming Zhang He Zhang Zijun Wei Zhe-nan Lin Alan Yuille ViT 21 112 0 20 Dec 2021
Image Segmentation Using Text and Image Prompts Timo Lüddecke Alexander S. Ecker CLIP VLM 23 455 0 18 Dec 2021
A Simple Single-Scale Vision Transformer for Object Localization and Instance Segmentation Wuyang Chen Xianzhi Du Fan Yang Lucas Beyer Xiaohua Zhai ... Huizhong Chen Jing Li Xiaodan Song Zhangyang Wang Denny Zhou ViT 21 20 0 17 Dec 2021
SeqFormer: Sequential Transformer for Video Instance Segmentation Junfeng Wu Yi-Xin Jiang S. Bai Wenqing Zhang Xiang Bai ViT 16 101 0 15 Dec 2021
Decoupling Zero-Shot Semantic Segmentation Jian Ding Nan Xue Guisong Xia Dengxin Dai VLM 37 190 0 15 Dec 2021
AdaViT: Adaptive Tokens for Efficient Vision Transformer Hongxu Yin Arash Vahdat J. Álvarez Arun Mallya Jan Kautz Pavlo Molchanov ViT 33 313 0 14 Dec 2021
PP-HumanSeg: Connectivity-Aware Portrait Segmentation with a Large-Scale Teleconferencing Video Dataset Lutao Chu Yi Liu Zewu Wu Shiyu Tang Guowei Chen ... Juncai Peng Zhiliang Yu Zeyu Chen Baohua Lai Haoyi Xiong 3DH 19 25 0 14 Dec 2021
E-CRF: Embedded Conditional Random Field for Boundary-caused Class Weights Confusion in Semantic Segmentation Jie Zhu Huabin Huang Banghuai Li Leye Wang 25 14 0 14 Dec 2021
Change Detection Meets Visual Question Answering Zhenghang Yuan Lichao Mou Zhitong Xiong Xiaoxiang Zhu 16 43 0 12 Dec 2021
FaceFormer: Speech-Driven 3D Facial Animation with Transformers Yingruo Fan Zhaojiang Lin Jun Saito Wenping Wang Taku Komura CVBM 38 194 0 10 Dec 2021
Exploring Event-driven Dynamic Context for Accident Scene Segmentation Jiaming Zhang Kailun Yang Rainer Stiefelhagen 28 27 0 09 Dec 2021
MS-TCT: Multi-Scale Temporal ConvTransformer for Action Detection Rui Dai Srijan Das Kumara Kahatapitiya Michael S. Ryoo F. Brémond ViT 36 73 0 07 Dec 2021
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey G. Csurka Riccardo Volpi Boris Chidlovskii OOD VLM 3DV 63 40 0 06 Dec 2021
PTTR: Relational 3D Point Cloud Object Tracking with Transformer Changqing Zhou Zhipeng Luo Yueru Luo Tianrui Liu Liang Pan Zhongang Cai Haiyu Zhao Shijian Lu ViT 3DPC 22 94 0 06 Dec 2021
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra A. Schwing Alexander Kirillov Rohit Girdhar ISeg 79 2,265 0 02 Dec 2021
PartImageNet: A Large, High-Quality Dataset of Parts Ju He Shuo Yang Shaokang Yang Adam Kortylewski Xiaoding Yuan Jieneng Chen Shuai Liu Cheng Yang Qihang Yu Alan Yuille 3DV MLLM 3DH VLM 32 93 0 02 Dec 2021
SegDiff: Image Segmentation with Diffusion Probabilistic Models Tomer Amit Tal Shaharbany Eliya Nachmani Lior Wolf DiffM 19 294 0 01 Dec 2021
AdaViT: Adaptive Vision Transformers for Efficient Image Recognition Lingchen Meng Hengduo Li Bor-Chun Chen Shiyi Lan Zuxuan Wu Yu-Gang Jiang Ser-Nam Lim ViT 23 219 0 30 Nov 2021
Attentive Prototypes for Source-free Unsupervised Domain Adaptive 3D Object Detection Deepti Hegde Vishal M. Patel 3DPC 29 14 0 30 Nov 2021
Shunted Self-Attention via Multi-Scale Token Aggregation Sucheng Ren Daquan Zhou Shengfeng He Jiashi Feng Xinchao Wang ViT 25 222 0 30 Nov 2021
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 18 450 0 29 Nov 2021
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 43 275 0 29 Nov 2021
Building extraction with vision transformer Libo Wang Shenghui Fang Rui Li Xiaoliang Meng ViT 22 158 0 29 Nov 2021
High Quality Segmentation for Ultra High-resolution Images Tiancheng Shen Yuechen Zhang Lu Qi Jason Kuen Xingyu Xie Jianlong Wu Zhe-nan Lin Jiaya Jia 69 43 0 29 Nov 2021
SWAT: Spatial Structure Within and Among Tokens Kumara Kahatapitiya Michael S. Ryoo 23 6 0 26 Nov 2021
Efficient Self-Ensemble for Semantic Segmentation Walid Bousselham Guillaume Thibault Lucas Pagano Archana Machireddy Joe W. Gray Y. Chang Xubo B. Song ViT 25 24 0 26 Nov 2021
Self-slimmed Vision Transformer Zhuofan Zong Kunchang Li Guanglu Song Yali Wang Yu Qiao B. Leng Yu Liu ViT 19 30 0 24 Nov 2021
MorphMLP: An Efficient MLP-Like Backbone for Spatial-Temporal Representation Learning David Junhao Zhang Kunchang Li Yali Wang Yuxiang Chen Shashwat Chandra Yu Qiao Luoqi Liu Mike Zheng Shou AI4TS 19 30 0 24 Nov 2021
Adaptive Fourier Neural Operators: Efficient Token Mixers for Transformers John Guibas Morteza Mardani Zong-Yi Li Andrew Tao Anima Anandkumar Bryan Catanzaro 19 227 0 24 Nov 2021
PointMixer: MLP-Mixer for Point Cloud Understanding Jaesung Choe Chunghyun Park François Rameau Jaesik Park In So Kweon 3DPC 36 98 0 22 Nov 2021
Learning Generalized Visual Odometry Using Position-Aware Optical Flow and Geometric Bundle Adjustment Yijun Cao Xian-Shi Zhang Fuya Luo Peng Peng Yongjie Li 18 10 0 22 Nov 2021
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run Bichen Wu Chaojian Li Hang Zhang Xiaoliang Dai Peizhao Zhang Matthew Yu Jialiang Wang Yingyan Lin Peter Vajda ViT 27 23 0 19 Nov 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 32 2,120 0 18 Nov 2021
Dynamically pruning segformer for efficient semantic segmentation Haoli Bai Hongda Mao D. Nair 23 19 0 18 Nov 2021
Attention Mechanisms in Computer Vision: A Survey Meng-Hao Guo Tianhan Xu Jiangjiang Liu Zheng-Ning Liu Peng-Tao Jiang Tai-Jiang Mu Song-Hai Zhang Ralph Robert Martin Ming-Ming Cheng Shimin Hu 19 1,633 0 15 Nov 2021
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 71 330 0 11 Nov 2021
Are Transformers More Robust Than CNNs? Yutong Bai Jieru Mei Alan Yuille Cihang Xie ViT AAML 186 258 0 10 Nov 2021
Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation Jiaqi Gu Hyoukjun Kwon Dilin Wang Wei Ye Meng Li Yu-Hsin Chen Liangzhen Lai Vikas Chandra D. Pan ViT 19 182 0 01 Nov 2021
Dense Prediction with Attentive Feature Aggregation Yung-Hsu Yang Thomas E. Huang Min Sun Samuel Rota Buló Peter Kontschieder F. I. F. Richard Yu 29 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 12 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 23 37 0 15 Oct 2021
Transformer for Polyp Detection Shijie Liu Hongyu Zhou Xiaozhou Shi Junwen Pan ViT MedIm 24 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 23 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 170 196 0 29 Sep 2021