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SegFormer: Simple and Efficient Design for Semantic Segmentation with
  Transformers

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
ArXivPDFHTML

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

50 / 1,844 papers shown
Title
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation
Tiancong Cheng
Ying Zhang
Y. Liang
R. Zimmermann
Zhiwen Yu
Bin Guo
VLM
14
0
0
15 May 2025
SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and $\mathcal{O}(T)$ Complexity
SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and O(T)\mathcal{O}(T)O(T) Complexity
Shihao Zou
Qingfeng Li
Wei Ji
Jingjing Li
Yongkui Yang
Guoqi Li
Chao Dong
23
0
0
15 May 2025
Trailblazer: Learning offroad costmaps for long range planning
Kasi Viswanath
Felix Sanchez
Timothy Overbye
J. Gregory
Srikanth Saripalli
16
0
0
14 May 2025
A 2D Semantic-Aware Position Encoding for Vision Transformers
A 2D Semantic-Aware Position Encoding for Vision Transformers
Xi Chen
Shiyang Zhou
Muqi Huang
Jiaxu Feng
Yun Xiong
...
Y. Zhang
Huishuai Bao
Sijia Peng
C. Li
Feng Shi
ViT
18
0
0
14 May 2025
A Large-scale Benchmark on Geological Fault Delineation Models: Domain Shift, Training Dynamics, Generalizability, Evaluation and Inferential Behavior
A Large-scale Benchmark on Geological Fault Delineation Models: Domain Shift, Training Dynamics, Generalizability, Evaluation and Inferential Behavior
Jorge Quesada
Chen Zhou
Prithwijit Chowdhury
Mohammad Alotaibi
Ahmad Mustafa
Yusufjon Kumamnov
M. Prabhushankar
Ghassan AlRegib
AI4CE
39
0
0
13 May 2025
ExEBench: Benchmarking Foundation Models on Extreme Earth Events
ExEBench: Benchmarking Foundation Models on Extreme Earth Events
Shan Zhao
Zhitong Xiong
Jie Zhao
Xiao Xiang Zhu
40
0
0
13 May 2025
MESSI: A Multi-Elevation Semantic Segmentation Image Dataset of an Urban Environment
MESSI: A Multi-Elevation Semantic Segmentation Image Dataset of an Urban Environment
Barak Pinkovich
Boaz Matalon
Ehud Rivlin
H. Rotstein
37
0
0
13 May 2025
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation
Binbin Wei
Yuhang Zhang
Shishun Tian
Muxin Liao
Wei Li
Wenbin Zou
MDE
36
0
0
11 May 2025
Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization
Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization
Xu Zheng
Yuanhuiyi Lyu
Lutao Jiang
Danda Pani Paudel
Luc Van Gool
Xuming Hu
29
0
0
10 May 2025
MultiTaskVIF: Segmentation-oriented visible and infrared image fusion via multi-task learning
MultiTaskVIF: Segmentation-oriented visible and infrared image fusion via multi-task learning
Zixian Zhao
Andrew Howes
Xingchen Zhang
24
0
0
10 May 2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
Kunpeng Qiu
Zhiqiang Gao
Zhiying Zhou
Mingjie Sun
Yongxin Guo
MedIm
34
0
0
09 May 2025
GeomHair: Reconstruction of Hair Strands from Colorless 3D Scans
GeomHair: Reconstruction of Hair Strands from Colorless 3D Scans
Rachmadio Noval Lazuardi
Artem Sevastopolsky
Egor Zakharov
Matthias Niessner
V. Sklyarova
3DH
47
0
0
08 May 2025
Split Matching for Inductive Zero-shot Semantic Segmentation
Split Matching for Inductive Zero-shot Semantic Segmentation
Jialei Chen
Xu Zheng
Dongyue Li
Chong Yi
Seigo Ito
D. Paudel
Luc Van Gool
Hiroshi Murase
Daisuke Deguchi
VLM
52
0
0
08 May 2025
Are Synthetic Corruptions A Reliable Proxy For Real-World Corruptions?
Are Synthetic Corruptions A Reliable Proxy For Real-World Corruptions?
Shashank Agnihotri
David Schader
Nico Sharei
Mehmet Ege Kaçar
M. Keuper
41
2
0
07 May 2025
RAFT: Robust Augmentation of FeaTures for Image Segmentation
RAFT: Robust Augmentation of FeaTures for Image Segmentation
Edward Humes
Xiaomin Lin
Uttej Kallakuri
Tinoosh Mohsenin
34
0
0
07 May 2025
PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation
PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation
HsiaoYuan Hsu
Yuxin Peng
21
0
0
06 May 2025
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting
Huawei Sun
Bora Kunter Sahin
Georg Stettinger
Maximilian Bernhard
Matthias Schubert
Robert Wille
49
0
0
06 May 2025
Benchmarking Feature Upsampling Methods for Vision Foundation Models using Interactive Segmentation
Benchmarking Feature Upsampling Methods for Vision Foundation Models using Interactive Segmentation
Volodymyr Havrylov
Haiwen Huang
Dan Zhang
Andreas Geiger
111
0
0
04 May 2025
Adversarial Robustness of Deep Learning Models for Inland Water Body Segmentation from SAR Images
Adversarial Robustness of Deep Learning Models for Inland Water Body Segmentation from SAR Images
Siddharth Kothari
Srinivasan Murali
Sankalp Kothari
Ujjwal Verma
Jaya Sreevalsan-Nair
47
0
0
03 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture
V. Frants
S. Agaian
K. Panetta
Peter Huang
36
0
0
03 May 2025
Rethinking RGB-Event Semantic Segmentation with a Novel Bidirectional Motion-enhanced Event Representation
Rethinking RGB-Event Semantic Segmentation with a Novel Bidirectional Motion-enhanced Event Representation
Zhen Yao
Xiaowen Ying
Mooi Choo Choo Chuah
30
0
0
02 May 2025
Pack-PTQ: Advancing Post-training Quantization of Neural Networks by Pack-wise Reconstruction
Pack-PTQ: Advancing Post-training Quantization of Neural Networks by Pack-wise Reconstruction
Changjun Li
Runqing Jiang
Zhuo Song
Pengpeng Yu
Ye Zhang
Yulan Guo
MQ
56
0
0
01 May 2025
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation
Daniele Rege Cambrin
Luca Colomba
Paolo Garza
44
0
0
28 Apr 2025
NSegment : Noisy Segment Improves Remote Sensing Image Segmentation
NSegment : Noisy Segment Improves Remote Sensing Image Segmentation
Yechan Kim
DongHo Yoon
SooYeon Kim
M. Jeon
39
0
0
28 Apr 2025
SRMF: A Data Augmentation and Multimodal Fusion Approach for Long-Tail UHR Satellite Image Segmentation
SRMF: A Data Augmentation and Multimodal Fusion Approach for Long-Tail UHR Satellite Image Segmentation
Yulong Guo
Zilun Zhang
Yongheng Shang
Tiancheng Zhao
Shuiguang Deng
Yingchun Yang
Jianwei Yin
68
0
0
28 Apr 2025
Enhancing seeding efficiency using a computer vision system to monitor furrow quality in real-time
Enhancing seeding efficiency using a computer vision system to monitor furrow quality in real-time
Sidharth Rai
Aryan Dalal
Riley Slichter
Ajay Sharda
39
0
0
27 Apr 2025
Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography
Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography
Tristan Manchester
Adam Anders
Julio Spadotto
Hannah Eccleston
William Beavan
Hugues Arcis
Brian J. Connolly
27
0
0
27 Apr 2025
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning
Yuanbing Ouyang
Yizhuo Liang
Qingpeng Li
Xinfei Guo
Yiming Luo
Di Wu
Hao Wang
Yushan Pan
ViT
VLM
71
0
0
25 Apr 2025
Beyond Labels: Zero-Shot Diabetic Foot Ulcer Wound Segmentation with Self-attention Diffusion Models and the Potential for Text-Guided Customization
Beyond Labels: Zero-Shot Diabetic Foot Ulcer Wound Segmentation with Self-attention Diffusion Models and the Potential for Text-Guided Customization
Abderrachid Hamrani
Daniela Leizaola
Renato Sousa
Jose P. Ponce
Stanley Mathis
David G. Armstrong
Anuradha Godavarty
DiffM
MedIm
36
0
0
24 Apr 2025
Efficient Adaptation of Deep Neural Networks for Semantic Segmentation in Space Applications
Efficient Adaptation of Deep Neural Networks for Semantic Segmentation in Space Applications
Leonardo Olivi
Edoardo Santero Mormile
Enzo Tartaglione
SSeg
32
0
0
22 Apr 2025
SignX: The Foundation Model for Sign Recognition
SignX: The Foundation Model for Sign Recognition
Sen Fang
Chunyu Sui
Hongwei Yi
C. Neidle
Dimitris N. Metaxas
SLR
35
0
0
22 Apr 2025
ECViT: Efficient Convolutional Vision Transformer with Local-Attention and Multi-scale Stages
ECViT: Efficient Convolutional Vision Transformer with Local-Attention and Multi-scale Stages
Zhoujie Qian
ViT
24
0
0
21 Apr 2025
Lightweight Road Environment Segmentation using Vector Quantization
Lightweight Road Environment Segmentation using Vector Quantization
Jiyong Kwag
Alper Yilmaz
Charles Toth
24
0
0
19 Apr 2025
Visual Consensus Prompting for Co-Salient Object Detection
Visual Consensus Prompting for Co-Salient Object Detection
J. T. Wang
Nana Yu
Zihao Zhang
Yahong Han
24
0
0
19 Apr 2025
Segment Any Crack: Deep Semantic Segmentation Adaptation for Crack Detection
Segment Any Crack: Deep Semantic Segmentation Adaptation for Crack Detection
Ghodsiyeh Rostami
Po-Han Chen
Mahdi S. Hosseini
21
0
0
19 Apr 2025
Temporal Propagation of Asymmetric Feature Pyramid for Surgical Scene Segmentation
Temporal Propagation of Asymmetric Feature Pyramid for Surgical Scene Segmentation
Cheng Yuan
Yutong Ban
MedIm
35
0
0
18 Apr 2025
Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning
Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning
Racheal Mukisa
Arvind K. Bansal
31
0
0
18 Apr 2025
HDBFormer: Efficient RGB-D Semantic Segmentation with A Heterogeneous Dual-Branch Framework
HDBFormer: Efficient RGB-D Semantic Segmentation with A Heterogeneous Dual-Branch Framework
Shuobin Wei
Zhuang Zhou
Zhengan Lu
Zizhao Yuan
Binghua Su
MDE
42
0
0
18 Apr 2025
Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping
Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping
Wang Liu
Zhiyu Wang
Xin Guo
Puhong Duan
Xudong Kang
Shutao Li
22
0
0
18 Apr 2025
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing
Mehmet Yamaç
Muhammad Numan Yousaf
S. Kiranyaz
M. Gabbouj
24
1
0
17 Apr 2025
SAM-Based Building Change Detection with Distribution-Aware Fourier Adaptation and Edge-Constrained Warping
SAM-Based Building Change Detection with Distribution-Aware Fourier Adaptation and Edge-Constrained Warping
Yun-Cheng Li
Sen Lei
Yi Zhao
Heng-Chao Li
Jun Li
Antonio J. Plaza
42
0
0
17 Apr 2025
SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling
SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling
Yasin Almalioglu
Andrzej Kucik
Geoffrey French
Dafni Antotsiou
Alexander Adam
Cedric Archambeau
23
0
0
17 Apr 2025
TacoDepth: Towards Efficient Radar-Camera Depth Estimation with One-stage Fusion
TacoDepth: Towards Efficient Radar-Camera Depth Estimation with One-stage Fusion
Y. Wang
J. Li
Chaoyi Hong
Ruibo Li
Liusheng Sun
Xiao-yang Song
Zhe Wang
Zhiguo Cao
Guosheng Lin
MDE
29
0
0
16 Apr 2025
Zooming In on Fakes: A Novel Dataset for Localized AI-Generated Image Detection with Forgery Amplification Approach
Zooming In on Fakes: A Novel Dataset for Localized AI-Generated Image Detection with Forgery Amplification Approach
Lvpan Cai
Haowei Wang
Jiayi Ji
YanShu ZhouMen
Yiwei Ma
Xiaoshuai Sun
Liujuan Cao
Rongrong Ji
ViT
34
0
0
16 Apr 2025
Remote sensing colour image semantic segmentation of trails created by large herbivorous Mammals
Remote sensing colour image semantic segmentation of trails created by large herbivorous Mammals
J. Díez-Pastor
Francisco Javier Gonzalez-Moya
Pedro Latorre-Carmona
Francisco Javier Perez-Barbería
Ludmila I.Kuncheva
Antonio Canepa-Oneto
Alvar Arnaiz-González
C. García-Osorio
66
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0
16 Apr 2025
LightFormer: A lightweight and efficient decoder for remote sensing image segmentation
LightFormer: A lightweight and efficient decoder for remote sensing image segmentation
Sihang Chen
Lijun Yun
Z. Liu
JianFeng Zhu
J. Chen
Hui Wang
Yueping Nie
24
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15 Apr 2025
Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data Gaps
Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data Gaps
P. Agrafiotis
Begum Demir
19
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FLOSS: Free Lunch in Open-vocabulary Semantic Segmentation
FLOSS: Free Lunch in Open-vocabulary Semantic Segmentation
Yasser Benigmim
Mohammad Fahes
Tuan-Hung Vu
Andrei Bursuc
Raoul de Charette
VLM
35
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Uncertainty Guided Refinement for Fine-Grained Salient Object Detection
Uncertainty Guided Refinement for Fine-Grained Salient Object Detection
Yao Yuan
Pan Gao
Qun Dai
Jie Qin
Wei Xiang
30
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FMLGS: Fast Multilevel Language Embedded Gaussians for Part-level Interactive Agents
FMLGS: Fast Multilevel Language Embedded Gaussians for Part-level Interactive Agents
Xin Tan
Yuzhou Ji
He Zhu
Yuan Xie
3DGS
34
0
0
11 Apr 2025
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