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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
RangeAugment: Efficient Online Augmentation with Range Learning Sachin Mehta Saeid Naderiparizi Fartash Faghri Maxwell Horton Lailin Chen Ali Farhadi Oncel Tuzel Mohammad Rastegari 53 6 0 20 Dec 2022
Style-Hallucinated Dual Consistency Learning: A Unified Framework for Visual Domain Generalization Yuyang Zhao Zhun Zhong Na Zhao N. Sebe G. Lee 130 32 0 18 Dec 2022
LOANet: A Lightweight Network Using Object Attention for Extracting Buildings and Roads from UAV Aerial Remote Sensing Images Xiaoxiang Han Yiman Liu Gang Liu Yuanjie Lin Qiaohong Liu 76 12 0 16 Dec 2022
Lightweight integration of 3D features to improve 2D image segmentation Olivier Pradelle R. Chaine D. Wendland Julie Digne 3DV 3DPC 64 2 0 16 Dec 2022
Rethinking Vision Transformers for MobileNet Size and Speed Yanyu Li Ju Hu Yang Wen Georgios Evangelidis Kamyar Salahi Yanzhi Wang Sergey Tulyakov Jian Ren ViT 112 169 0 15 Dec 2022
DETR4D: Direct Multi-View 3D Object Detection with Sparse Attention Zhipeng Luo Changqing Zhou Gongjie Zhang Shijian Lu ViT 3DPC 96 21 0 15 Dec 2022
Two-stage Contextual Transformer-based Convolutional Neural Network for Airway Extraction from CT Images Yanan Wu Shuiqing Zhao Shouliang Qi Jie Feng H. Pang ... Long Bai Meng-Yi Li Shuyue Xia W. Qian Hongliang Ren ViT MedIm 81 26 0 15 Dec 2022
One-Shot Domain Adaptive and Generalizable Semantic Segmentation with Class-Aware Cross-Domain Transformers R. Gong Qin Wang Dengxin Dai Luc Van Gool ViT 91 4 0 14 Dec 2022
THMA: Tencent HD Map AI System for Creating HD Map Annotations Kun Tang Xu Cao Zhipeng Cao Tongxi Zhou Erlong Li ... Shengtao Zou Chang-ling Liu Shuqi Mei Elena Sizikova Chao Zheng 62 12 0 14 Dec 2022
Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods Ming-Xiu Jiang Saeed Khorram Li Fuxin FAtt 99 11 0 13 Dec 2022
GPViT: A High Resolution Non-Hierarchical Vision Transformer with Group Propagation Chenhongyi Yang Jiarui Xu Shalini De Mello Elliot J. Crowley Xinyu Wang ViT 96 22 0 13 Dec 2022
ROIFormer: Semantic-Aware Region of Interest Transformer for Efficient Self-Supervised Monocular Depth Estimation Daitao Xing Jinglin Shen C. Ho Anthony Tzes ViT MDE 90 6 0 12 Dec 2022
CamoFormer: Masked Separable Attention for Camouflaged Object Detection Bo Yin Xuying Zhang Qibin Hou Bo Sun Deng-Ping Fan Luc Van Gool 104 59 0 10 Dec 2022
Joint Spatio-Temporal Modeling for the Semantic Change Detection in Remote Sensing Images L. Ding Jing Zhang Kai Zhang Haitao Guo Bing Liu Lorenzo Bruzzone 59 54 0 10 Dec 2022
An Empirical Study on Multi-Domain Robust Semantic Segmentation Yajie Liu Pu Ge Qingjie Liu Shichao Fan Yunhong Wang 47 2 0 08 Dec 2022
iQuery: Instruments as Queries for Audio-Visual Sound Separation Jiaben Chen Renrui Zhang Dongze Lian Jiaqi Yang Ziyao Zeng Jianbo Shi 123 29 0 07 Dec 2022
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation Ziqi Zhou Bowen Zhang Yinjie Lei Lingqiao Liu Yifan Liu VLM 97 176 0 07 Dec 2022
MEDIAR: Harmony of Data-Centric and Model-Centric for Multi-Modality Microscopy Gihun Lee Sangmook Kim Joonkee Kim Se-Young Yun MedIm 54 20 0 07 Dec 2022
Framework-agnostic Semantically-aware Global Reasoning for Segmentation Mir Rayat Imtiaz Hossain Leonid Sigal James J. Little ViT 50 0 0 06 Dec 2022
Perspective Fields for Single Image Camera Calibration Linyi Jin Jianming Zhang Yannick Hold-Geoffroy Oliver Wang Kevin Blackburn-Matzen Matthew Sticha David Fouhey 86 50 0 06 Dec 2022
Visual Query Tuning: Towards Effective Usage of Intermediate Representations for Parameter and Memory Efficient Transfer Learning Cheng-Hao Tu Zheda Mai Wei-Lun Chao 55 48 0 06 Dec 2022
IncepFormer: Efficient Inception Transformer with Pyramid Pooling for Semantic Segmentation Lihua Fu Haoyue Tian Xiang Zhai Pan Gao Xiaojiang Peng ViT 51 9 0 06 Dec 2022
Vision Transformer Computation and Resilience for Dynamic Inference Kavya Sreedhar Jason Clemons Rangharajan Venkatesan S. Keckler M. Horowitz 73 2 0 06 Dec 2022
Mask Matching Transformer for Few-Shot Segmentation Siyu Jiao Gengwei Zhang Shant Navasardyan Ling-Hao Chen Yao-Min Zhao Yunchao Wei Humphrey Shi 80 29 0 05 Dec 2022
SASFormer: Transformers for Sparsely Annotated Semantic Segmentation Hui Su Yue Ye Wei Hua Lechao Cheng Min-Gyoo Song 89 7 0 05 Dec 2022
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Lukas Hoyer Dengxin Dai Haoran Wang Luc Van Gool 139 230 0 02 Dec 2022
PASTA: Proportional Amplitude Spectrum Training Augmentation for Syn-to-Real Domain Generalization Prithvijit Chattopadhyay Kartik Sarangmath Vivek Vijaykumar Judy Hoffman 141 29 0 02 Dec 2022
Geometry-Aware Network for Domain Adaptive Semantic Segmentation Yinghong Liao Wending Zhou Xu Yan Shuguang Cui Yizhou Yu Zhen Li 3DPC 133 5 0 02 Dec 2022
Multi-Class Segmentation from Aerial Views using Recursive Noise Diffusion Benedikt Kolbeinsson K. Mikolajczyk DiffM 70 13 0 01 Dec 2022
Learning to Generate Text-grounded Mask for Open-world Semantic Segmentation from Only Image-Text Pairs Junbum Cha Jonghwan Mun Byungseok Roh VLM 126 91 0 01 Dec 2022
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual Perception for Self-Driving Cars Thanh-Dat Truong Pierce Helton A. Moustafa J. Cothren Khoa Luu CLL 103 7 0 01 Dec 2022
DSNet: a simple yet efficient network with dual-stream attention for lesion segmentation Yunxiao Liu 55 0 0 30 Nov 2022
HashEncoding: Autoencoding with Multiscale Coordinate Hashing Lukas Zhornyak Zhen-hui Xu Haoran Tang Jianbo Shi 53 0 0 29 Nov 2022
QuadFormer: Quadruple Transformer for Unsupervised Domain Adaptation in Power Line Segmentation of Aerial Images P. Rao Feng Qiao Weide Zhang Yiliang Xu Yong Deng Guangbin Wu Qiang Zhang 76 9 0 29 Nov 2022
Connecting the Dots: Floorplan Reconstruction Using Two-Level Queries Yuanwen Yue Theodora Kontogianni Konrad Schindler Francis Engelmann 3DV 80 38 0 28 Nov 2022
FsaNet: Frequency Self-attention for Semantic Segmentation Fengyu Zhang Ashkan Panahi Guangjun Gao AI4TS 79 31 0 28 Nov 2022
Perceive, Ground, Reason, and Act: A Benchmark for General-purpose Visual Representation Jiangyong Huang William Zhu Baoxiong Jia Zan Wang Xiaojian Ma Qing Li Siyuan Huang 123 5 0 28 Nov 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 117 318 0 27 Nov 2022
SegCLIP: Patch Aggregation with Learnable Centers for Open-Vocabulary Semantic Segmentation Huaishao Luo Junwei Bao Youzheng Wu Xiaodong He Tianrui Li VLM 122 153 0 27 Nov 2022
Prototype as Query for Few Shot Semantic Segmentation Leilei Cao Yibo Guo Ye Yuan Qiangguo Jin ViT 95 12 0 27 Nov 2022
BALF: Simple and Efficient Blur Aware Local Feature Detector Zhenjun Zhao Yuwei Zhai Ben Chen Peidong Liu 55 4 0 27 Nov 2022
Exploring Consistency in Cross-Domain Transformer for Domain Adaptive Semantic Segmentation Kaihong Wang Donghyun Kim Regerio Feris Kate Saenko Margrit Betke ViT 64 4 0 27 Nov 2022
1st Place Solution to NeurIPS 2022 Challenge on Visual Domain Adaptation Daehan Kim Min-seok Seo Youngjin Jeon Dong-Geol Choi OOD 68 1 0 26 Nov 2022
Meta Architecture for Point Cloud Analysis Haojia Lin Xiawu Zheng Lijiang Li Chia-Wen Lin Sha Wang Yan Wang Yonghong Tian Rongrong Ji 3DPC 72 48 0 26 Nov 2022
SpaText: Spatio-Textual Representation for Controllable Image Generation Omri Avrahami Thomas Hayes Oran Gafni Sonal Gupta Yaniv Taigman Devi Parikh Dani Lischinski Ohad Fried Xiaoyue Yin DiffM 133 210 0 25 Nov 2022
RbA: Segmenting Unknown Regions Rejected by All Nazir Nayal Mısra Yavuz João F. Henriques Fatma Guney UQCV 92 47 0 25 Nov 2022
Degenerate Swin to Win: Plain Window-based Transformer without Sophisticated Operations Tan Yu Ping Li ViT 81 5 0 25 Nov 2022
CoMFormer: Continual Learning in Semantic and Panoptic Segmentation Fabio Cermelli Matthieu Cord Arthur Douillard CLL VLM 97 22 0 25 Nov 2022
Aggregated Text Transformer for Scene Text Detection Zhao Zhou Xiangcheng Du Yingbin Zheng Cheng Jin ViT 71 1 0 25 Nov 2022
UperFormer: A Multi-scale Transformer-based Decoder for Semantic Segmentation Jing Xu W. Shi Pan Gao Zhengwei Wang Qizhu Li ViT 27 1 0 25 Nov 2022