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SegFormer: Simple and Efficient Design for Semantic Segmentation with
  Transformers
v1v2v3 (latest)

SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

31 May 2021
Enze Xie
Wenhai Wang
Zhiding Yu
Anima Anandkumar
J. Álvarez
Ping Luo
    ViT
ArXiv (abs)PDFHTMLGithub (2905★)

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

50 / 1,889 papers shown
Title
MagicBathyNet: A Multimodal Remote Sensing Dataset for Bathymetry
  Prediction and Pixel-based Classification in Shallow Waters
MagicBathyNet: A Multimodal Remote Sensing Dataset for Bathymetry Prediction and Pixel-based Classification in Shallow Waters
P. Agrafiotis
Lukasz Janowski
Dimitrios Skarlatos
Begüm Demir
34
3
0
24 May 2024
Semantic Aware Diffusion Inverse Tone Mapping
Semantic Aware Diffusion Inverse Tone Mapping
Abhishek Goswami
Aru Ranjan Singh
Francesco Banterle
Kurt Debattista
Thomas Bashford-Rogers
DiffM
73
3
0
24 May 2024
U3M: Unbiased Multiscale Modal Fusion Model for Multimodal Semantic
  Segmentation
U3M: Unbiased Multiscale Modal Fusion Model for Multimodal Semantic Segmentation
Bingyu Li
Da Zhang
Zhiyuan Zhao
Junyu Gao
Xuelong Li
90
5
0
24 May 2024
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching
  Transformation
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation
Jiayi Chen
Rong Quan
Jie Qin
96
2
0
24 May 2024
PuzzleAvatar: Assembling 3D Avatars from Personal Albums
PuzzleAvatar: Assembling 3D Avatars from Personal Albums
Yuliang Xiu
Yufei Ye
Zhen Liu
Dimitrios Tzionas
Michael J. Black
86
10
0
23 May 2024
Generative Camera Dolly: Extreme Monocular Dynamic Novel View Synthesis
Generative Camera Dolly: Extreme Monocular Dynamic Novel View Synthesis
Basile Van Hoorick
Rundi Wu
Ege Ozguroglu
Kyle Sargent
Ruoshi Liu
P. Tokmakov
Achal Dave
Changxi Zheng
Carl Vondrick
DiffMVGen
127
35
0
23 May 2024
Controllable Continual Test-Time Adaptation
Controllable Continual Test-Time Adaptation
Ziqi Shi
Fan Lyu
Ye Liu
Fanhua Shang
Fuyuan Hu
Wei Feng
Zhang Zhang
Liang Wang
TTA
104
2
0
23 May 2024
Segformer++: Efficient Token-Merging Strategies for High-Resolution
  Semantic Segmentation
Segformer++: Efficient Token-Merging Strategies for High-Resolution Semantic Segmentation
Daniel Kienzle
Marco Kantonis
Robin Schon
Rainer Lienhart
60
3
0
23 May 2024
SCMix: Stochastic Compound Mixing for Open Compound Domain Adaptation in
  Semantic Segmentation
SCMix: Stochastic Compound Mixing for Open Compound Domain Adaptation in Semantic Segmentation
Kai Yao
Zhaorui Tan
Zixian Su
Xi Yang
Jie Sun
Kaizhu Huang
121
0
0
23 May 2024
Embedding Generalized Semantic Knowledge into Few-Shot Remote Sensing
  Segmentation
Embedding Generalized Semantic Knowledge into Few-Shot Remote Sensing Segmentation
Yuyu Jia
Wei Huang
Junyu Gao
Qi. Wang
Qiang Li
77
4
0
22 May 2024
The Power of Next-Frame Prediction for Learning Physical Laws
The Power of Next-Frame Prediction for Learning Physical Laws
T. Winterbottom
G. Hudson
Daniel Kluvanec
Dean L. Slack
Jamie Sterling
Junjie Shentu
Chenghao Xiao
Zheming Zhou
Noura Al Moubayed
51
1
0
21 May 2024
Influence of Water Droplet Contamination for Transparency Segmentation
Influence of Water Droplet Contamination for Transparency Segmentation
Volker Knauthe
Paul Weitz
Thomas Pollabauer
Tristan Wirth
Arne Rak
Arjan Kuijper
Dieter W. Fellner
108
1
0
21 May 2024
BIMM: Brain Inspired Masked Modeling for Video Representation Learning
BIMM: Brain Inspired Masked Modeling for Video Representation Learning
Zhifan Wan
Jie Zhang
Chang-bo Li
Shiguang Shan
95
0
0
21 May 2024
Multi-dimension Transformer with Attention-based Filtering for Medical
  Image Segmentation
Multi-dimension Transformer with Attention-based Filtering for Medical Image Segmentation
Wentao Wang
Xi Xiao
Mingjie Liu
Qing Tian
Xuanyao Huang
Qizhen Lan
Swalpa Kumar Roy
Tianyang Wang
MedIm
76
3
0
20 May 2024
Filling Missing Values Matters for Range Image-Based Point Cloud
  Segmentation
Filling Missing Values Matters for Range Image-Based Point Cloud Segmentation
Bike Chen
Chen Gong
Juha Röning
3DPC
92
4
0
16 May 2024
NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challenge
NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challenge
Jie Liang
Radu Timofte
Qiaosi Yi
Shuai Liu
Lingchen Sun
Rongyuan Wu
Xindong Zhang
Huiyu Zeng
Lei Zhang
111
19
0
16 May 2024
Vision Transformers for End-to-End Vision-Based Quadrotor Obstacle Avoidance
Vision Transformers for End-to-End Vision-Based Quadrotor Obstacle Avoidance
Anish Bhattacharya
Nishanth Rao
Dhruv Parikh
Pratik Kunapuli
Nikolai Matni
Vijay Kumar
Nikolai Matni
Vijay Kumar
116
8
0
16 May 2024
Classifying geospatial objects from multiview aerial imagery using
  semantic meshes
Classifying geospatial objects from multiview aerial imagery using semantic meshes
David Russell
Ben Weinstein
David Wettergreen
Derek Young
27
0
0
15 May 2024
IMAFD: An Interpretable Multi-stage Approach to Flood Detection from
  time series Multispectral Data
IMAFD: An Interpretable Multi-stage Approach to Flood Detection from time series Multispectral Data
Ziyang Zhang
Plamen Angelov
D. Kangin
Nicolas Longépé
AI4CE
76
1
0
13 May 2024
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for
  Medical Image Segmentation
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
Md Mostafijur Rahman
Mustafa Munir
R. Marculescu
MedIm
127
53
0
11 May 2024
Context-Guided Spatial Feature Reconstruction for Efficient Semantic
  Segmentation
Context-Guided Spatial Feature Reconstruction for Efficient Semantic Segmentation
Zhenliang Ni
Xinghao Chen
Yingjie Zhai
Yehui Tang
Yunhe Wang
109
20
0
10 May 2024
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation
MDNet: Multi-Decoder Network for Abdominal CT Organs Segmentation
Debesh Jha
Nikhil Kumar Tomar
Koushik Biswas
Gorkem Durak
M. Antalek
...
Alpay Medetalibeyoglu
Yury Velichko
Daniela Ladner
Amir Borhani
Ulas Bagci
MedIm
52
2
0
10 May 2024
Efficient Pretraining Model based on Multi-Scale Local Visual Field
  Feature Reconstruction for PCB CT Image Element Segmentation
Efficient Pretraining Model based on Multi-Scale Local Visual Field Feature Reconstruction for PCB CT Image Element Segmentation
Chen Chen
Kai Qiao
Jie Yang
Jian Chen
Bin Yan
42
2
0
09 May 2024
Bidirectional Progressive Transformer for Interaction Intention
  Anticipation
Bidirectional Progressive Transformer for Interaction Intention Anticipation
Zichen Zhang
Hongcheng Luo
Wei Zhai
Yang Cao
Yu Kang
113
5
0
09 May 2024
Structured Click Control in Transformer-based Interactive Segmentation
Structured Click Control in Transformer-based Interactive Segmentation
Long Xu
Yong-Xiang Chen
Rui Huang
Feng Wu
Shiwu Lai
64
0
0
07 May 2024
pFedLVM: A Large Vision Model (LVM)-Driven and Latent Feature-Based Personalized Federated Learning Framework in Autonomous Driving
pFedLVM: A Large Vision Model (LVM)-Driven and Latent Feature-Based Personalized Federated Learning Framework in Autonomous Driving
Wei-Bin Kou
Qingfeng Lin
Ming Tang
Sheng Xu
Rongguang Ye
...
Shuai Wang
Guofa Li
Zhenyu Chen
Guangxu Zhu
Yik-Chung Wu
FedML
121
12
0
07 May 2024
Is Sora a World Simulator? A Comprehensive Survey on General World
  Models and Beyond
Is Sora a World Simulator? A Comprehensive Survey on General World Models and Beyond
Zheng Zhu
Xiaofeng Wang
Wangbo Zhao
Chen Min
Nianchen Deng
...
Dawei Zhao
Liang Xiao
Jian-jun Zhao
Jiwen Lu
Guan Huang
VGenLM&Ro
176
48
0
06 May 2024
PTQ4SAM: Post-Training Quantization for Segment Anything
PTQ4SAM: Post-Training Quantization for Segment Anything
Chengtao Lv
Hong Chen
Jinyang Guo
Yifu Ding
Xianglong Liu
VLMMQ
85
16
0
06 May 2024
Few-Shot Fruit Segmentation via Transfer Learning
Few-Shot Fruit Segmentation via Transfer Learning
Jordan A. James
Heather K. Manching
Amanda M. Hulse-Kemp
William J. Beksi
72
1
0
04 May 2024
Spider: A Unified Framework for Context-dependent Concept Segmentation
Spider: A Unified Framework for Context-dependent Concept Segmentation
Xiaoqi Zhao
Youwei Pang
Wei Ji
Baicheng Sheng
Jiaming Zuo
Lihe Zhang
Huchuan Lu
98
8
0
02 May 2024
Dexterous Grasp Transformer
Dexterous Grasp Transformer
Guo-Hao Xu
Yi-Lin Wei
Dian Zheng
Xiao-Ming Wu
Wei-Shi Zheng
ViT
76
13
0
28 Apr 2024
Random Walk on Pixel Manifolds for Anomaly Segmentation of Complex
  Driving Scenes
Random Walk on Pixel Manifolds for Anomaly Segmentation of Complex Driving Scenes
Zelong Zeng
Kaname Tomite
72
1
0
27 Apr 2024
Multi-Stream Cellular Test-Time Adaptation of Real-Time Models Evolving
  in Dynamic Environments
Multi-Stream Cellular Test-Time Adaptation of Real-Time Models Evolving in Dynamic Environments
Benoît Gérin
Anaïs Halin
A. Cioppa
Maxim Henry
Guohao Li
Benoît Macq
Christophe De Vleeschouwer
Marc Van Droogenbroeck
TTA
82
0
0
27 Apr 2024
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention
Zhenghong Li
Jiaxiang Ren
Wensheng Cheng
C. Du
Yingtian Pan
Haibin Ling
66
0
0
26 Apr 2024
Multi-Scale Representations by Varying Window Attention for Semantic
  Segmentation
Multi-Scale Representations by Varying Window Attention for Semantic Segmentation
Haotian Yan
Ming Wu
Chuang Zhang
100
14
0
25 Apr 2024
Light-weight Retinal Layer Segmentation with Global Reasoning
Light-weight Retinal Layer Segmentation with Global Reasoning
Xiang He
Weiye Song
Yiming Wang
Fabio Poiesi
Ji Yi
M. Desai
Quanqing Xu
Kongzheng Yang
Yi Wan
MedIm3DV
59
12
0
25 Apr 2024
Style Adaptation for Domain-adaptive Semantic Segmentation
Style Adaptation for Domain-adaptive Semantic Segmentation
Ting Li
Jianshu Chao
Deyu An
55
1
0
25 Apr 2024
External Prompt Features Enhanced Parameter-efficient Fine-tuning for
  Salient Object Detection
External Prompt Features Enhanced Parameter-efficient Fine-tuning for Salient Object Detection
Wen Liang
Peipei Ran
Mengchao Bai
Xiao Liu
P. B. Githinji
Wei Zhao
Peiwu Qin
93
0
0
23 Apr 2024
Generalizable Neural Human Renderer
Generalizable Neural Human Renderer
Mana Masuda
Jinhyung D. Park
Shun Iwase
Rawal Khirodkar
Kris Kitani
3DH
116
2
0
22 Apr 2024
LMFNet: An Efficient Multimodal Fusion Approach for Semantic
  Segmentation in High-Resolution Remote Sensing
LMFNet: An Efficient Multimodal Fusion Approach for Semantic Segmentation in High-Resolution Remote Sensing
Tong Wang
Guanzhou Chen
Xiaodong Zhang
Chenxi Liu
Xiaoliang Tan
Jiaqi Wang
Chanjuan He
Wenlin Zhou
68
3
0
21 Apr 2024
Dynamic in Static: Hybrid Visual Correspondence for Self-Supervised
  Video Object Segmentation
Dynamic in Static: Hybrid Visual Correspondence for Self-Supervised Video Object Segmentation
Gensheng Pei
Yazhou Yao
Jianbo Jiao
Wenguan Wang
Liqiang Nie
Jinhui Tang
VOS
98
1
0
21 Apr 2024
BACS: Background Aware Continual Semantic Segmentation
BACS: Background Aware Continual Semantic Segmentation
Mostafa ElAraby
Ali Harakeh
Liam Paull
CLL
77
0
0
19 Apr 2024
When are Foundation Models Effective? Understanding the Suitability for
  Pixel-Level Classification Using Multispectral Imagery
When are Foundation Models Effective? Understanding the Suitability for Pixel-Level Classification Using Multispectral Imagery
Yiqun Xie
Zhihao Wang
Weiye Chen
Zhili Li
Xiaowei Jia
Yanhua Li
Ruichen Wang
Kangyang Chai
Ruohan Li
Sergii Skakun
VLM
82
3
0
17 Apr 2024
IrrNet: Advancing Irrigation Mapping with Incremental Patch Size
  Training on Remote Sensing Imagery
IrrNet: Advancing Irrigation Mapping with Incremental Patch Size Training on Remote Sensing Imagery
Oishee Bintey Hoque
Samarth Swarup
Abhijin Adiga
S. Nouwakpo
Madhav Marathe
91
1
0
17 Apr 2024
CarcassFormer: An End-to-end Transformer-based Framework for
  Simultaneous Localization, Segmentation and Classification of Poultry Carcass
  Defect
CarcassFormer: An End-to-end Transformer-based Framework for Simultaneous Localization, Segmentation and Classification of Poultry Carcass Defect
Minh Q. Tran
Sang Truong
Arthur F. A. Fernandes
Michael Kidd
Ngan Le
ViT
100
4
0
17 Apr 2024
A Semantic Segmentation-guided Approach for Ground-to-Aerial Image
  Matching
A Semantic Segmentation-guided Approach for Ground-to-Aerial Image Matching
Francesco Pro
Nikolaos Dionelis
Luca Maiano
B. L. Saux
Irene Amerini
48
3
0
17 Apr 2024
Learning from Unlabelled Data with Transformers: Domain Adaptation for
  Semantic Segmentation of High Resolution Aerial Images
Learning from Unlabelled Data with Transformers: Domain Adaptation for Semantic Segmentation of High Resolution Aerial Images
Nikolaos Dionelis
Francesco Pro
Luca Maiano
Irene Amerini
B. L. Saux
85
4
0
17 Apr 2024
Understanding the Performance Horizon of the Latest ML Workloads with NonGEMM Workloads
Understanding the Performance Horizon of the Latest ML Workloads with NonGEMM Workloads
Rachid Karami
Hemanth Kota
Sheng-Chun Kao
46
0
0
17 Apr 2024
Gasformer: A Transformer-based Architecture for Segmenting Methane
  Emissions from Livestock in Optical Gas Imaging
Gasformer: A Transformer-based Architecture for Segmenting Methane Emissions from Livestock in Optical Gas Imaging
Toqi Tahamid Sarker
M. Embaby
Khaled R Ahmed
A. AbuGhazaleh
56
4
0
16 Apr 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of
  Predictive Uncertainty
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty
Luca Mossina
Joseba Dalmau
Léo Andéol
UQCV
212
15
0
16 Apr 2024
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