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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
On the effectiveness of Rotation-Equivariance in U-Net: A Benchmark for
  Image Segmentation
On the effectiveness of Rotation-Equivariance in U-Net: A Benchmark for Image Segmentation
Robin Ghyselinck
Valentin Delchevalerie
Bruno Dumas
Benoit Frénay
186
0
0
12 Dec 2024
Olympus: A Universal Task Router for Computer Vision Tasks
Olympus: A Universal Task Router for Computer Vision Tasks
Yuanze Lin
Yunsheng Li
Dongdong Chen
Weijian Xu
Ronald Clark
Philip Torr
VLMObjD
548
1
0
12 Dec 2024
A feature refinement module for light-weight semantic segmentation
  network
A feature refinement module for light-weight semantic segmentation network
Ziyi Wang
Xin Guo
Song Wang
Peixiao Zheng
Lin Qi
SSeg
179
0
0
11 Dec 2024
A Pipeline and NIR-Enhanced Dataset for Parking Lot Segmentation
A Pipeline and NIR-Enhanced Dataset for Parking Lot Segmentation
Shirin Qiam
Saipraneeth Devunuri
Lewis J. Lehe
84
0
0
09 Dec 2024
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor
  Segmentation
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor Segmentation
Ruoxin Wang
Tianyi Tang
Haiming Du
Yuxuan Cheng
Yu Wang
Lingjie Yang
Xiaohui Duan
Yunfang Yu
Yu Zhou
Donglong Chen
106
0
0
08 Dec 2024
ARTeFACT: Benchmarking Segmentation Models on Diverse Analogue Media
  Damage
ARTeFACT: Benchmarking Segmentation Models on Diverse Analogue Media Damage
D. Ivanova
Marco Aversa
Paul Henderson
John Williamson
126
0
0
05 Dec 2024
Text Change Detection in Multilingual Documents Using Image Comparison
Text Change Detection in Multilingual Documents Using Image Comparison
Doyoung Park
Naresh Reddy Yarram
Sunjin Kim
Minkyu Kim
Seongho Cho
Taehee Lee
82
0
0
05 Dec 2024
Task-driven Image Fusion with Learnable Fusion Loss
Task-driven Image Fusion with Learnable Fusion Loss
Haowen Bai
Jiangshe Zhang
Zixiang Zhao
Yichen Wu
Lilun Deng
Yukun Cui
Tao Feng
Shuang Xu
209
2
0
04 Dec 2024
SJTU:Spatial judgments in multimodal models towards unified segmentation
  through coordinate detection
SJTU:Spatial judgments in multimodal models towards unified segmentation through coordinate detection
Joongwon Chae
Zhenyu Wang
Peiwu Qin
VLM
94
0
0
03 Dec 2024
AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation
  Model for Open Compound Domain Adaptation
AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain Adaptation
Jaehyun Choi
Junwon Ko
Dong-Jae Lee
Junmo Kim
VLM
115
1
0
03 Dec 2024
Semantic Scene Completion with Multi-Feature Data Balancing Network
Semantic Scene Completion with Multi-Feature Data Balancing Network
Mona Alawadh
Mahesan Niranjan
Hansung Kim
126
0
0
02 Dec 2024
MeasureNet: Measurement Based Celiac Disease Identification
MeasureNet: Measurement Based Celiac Disease Identification
Aayush Kumar Tyagi
Vaibhav Mishra
Ashok Tiwari
Lalita Mehra
Prasenjit Das
G. Makharia
Prathosh AP
Mausam
127
0
0
02 Dec 2024
FlowCLAS: Enhancing Normalizing Flow Via Contrastive Learning For
  Anomaly Segmentation
FlowCLAS: Enhancing Normalizing Flow Via Contrastive Learning For Anomaly Segmentation
Chang Won Lee
Selina Leveugle
Svetlana Stolpner
Chris Langley
Paul Grouchy
Jonathan Kelly
Steven Waslander
124
0
0
29 Nov 2024
LDA-AQU: Adaptive Query-guided Upsampling via Local Deformable Attention
LDA-AQU: Adaptive Query-guided Upsampling via Local Deformable Attention
Zewen Du
Zhenjiang Hu
Guiyu Zhao
Ying Jin
Hongbin Ma
115
1
0
29 Nov 2024
ROSE: Revolutionizing Open-Set Dense Segmentation with Patch-Wise Perceptual Large Multimodal Model
Kunyang Han
Yibo Hu
Mengxue Qu
Hailin Shi
Yao Zhao
Y. X. Wei
MLLMVLM3DV
268
1
0
29 Nov 2024
ETSM: Automating Dissection Trajectory Suggestion and Confidence
  Map-Based Safety Margin Prediction for Robot-assisted Endoscopic Submucosal
  Dissection
ETSM: Automating Dissection Trajectory Suggestion and Confidence Map-Based Safety Margin Prediction for Robot-assisted Endoscopic Submucosal Dissection
Mengya Xu
Wenjin Mo
Guankun Wang
Huxin Gao
An-Chi Wang
Long Bai
Chaoyang Lyu
Xiaoxiao Yang
Zehan Li
Hongliang Ren
123
0
0
28 Nov 2024
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model
RS-vHeat: Heat Conduction Guided Efficient Remote Sensing Foundation Model
Huiyang Hu
Peijin Wang
Hanbo Bi
Boyuan Tong
Zehua Wang
...
Ziqi Zhang
Yaowei Wang
QiXiang Ye
Kun Fu
Xian Sun
297
0
0
27 Nov 2024
MRIFE: A Mask-Recovering and Interactive-Feature-Enhancing Semantic
  Segmentation Network For Relic Landslide Detection
MRIFE: A Mask-Recovering and Interactive-Feature-Enhancing Semantic Segmentation Network For Relic Landslide Detection
Juefei He
Yuexing Peng
Wei Li
Junchuan Yu
Daqing Ge
Wei Xiang
85
0
0
26 Nov 2024
Exploring Aleatoric Uncertainty in Object Detection via Vision
  Foundation Models
Exploring Aleatoric Uncertainty in Object Detection via Vision Foundation Models
Peng Cui
Guande He
Dan Zhang
Zhijie Deng
Yinpeng Dong
Jun Zhu
164
1
0
26 Nov 2024
A Study on Unsupervised Domain Adaptation for Semantic Segmentation in
  the Era of Vision-Language Models
A Study on Unsupervised Domain Adaptation for Semantic Segmentation in the Era of Vision-Language Models
Manuel Schwonberg
Claus Werner
Hanno Gottschalk
Carsten Meyer
VLM
142
0
0
25 Nov 2024
Monocular Lane Detection Based on Deep Learning: A Survey
Monocular Lane Detection Based on Deep Learning: A Survey
Xin He
Haiyun Guo
Kuan Zhu
Bingke Zhu
Xu Zhao
Jianwu Fang
Jinqiao Wang
192
1
0
25 Nov 2024
CARE Transformer: Mobile-Friendly Linear Visual Transformer via
  Decoupled Dual Interaction
CARE Transformer: Mobile-Friendly Linear Visual Transformer via Decoupled Dual Interaction
Yuan Zhou
Qingshan Xu
Jiequan Cui
Junbao Zhou
Jing Zhang
Richang Hong
Han Zhang
ViT
112
0
0
25 Nov 2024
SynDiff-AD: Improving Semantic Segmentation and End-to-End Autonomous
  Driving with Synthetic Data from Latent Diffusion Models
SynDiff-AD: Improving Semantic Segmentation and End-to-End Autonomous Driving with Synthetic Data from Latent Diffusion Models
Harsh Goel
Sai Shankar Narasimhan
Oguzhan Akcin
Sandeep Chinchali
DiffM
113
2
0
25 Nov 2024
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation
M. Valiuddin
R. V. Sloun
C.G.A. Viviers
Peter H. N. de With
Fons van der Sommen
UQCV
286
1
0
25 Nov 2024
MobileMamba: Lightweight Multi-Receptive Visual Mamba Network
MobileMamba: Lightweight Multi-Receptive Visual Mamba Network
Haoyang He
Jing Zhang
Yuxuan Cai
Hongxu Chen
Xiaobin Hu
Zhenye Gan
Yun Wang
Chengjie Wang
Yunsheng Wu
Lei Xie
Mamba
155
6
0
24 Nov 2024
Self-Calibrated CLIP for Training-Free Open-Vocabulary Segmentation
Self-Calibrated CLIP for Training-Free Open-Vocabulary Segmentation
Sule Bai
Yong-Jin Liu
Yifei Han
Haoji Zhang
Yansong Tang
VLM
322
8
0
24 Nov 2024
OCDet: Object Center Detection via Bounding Box-Aware Heatmap Prediction
  on Edge Devices with NPUs
OCDet: Object Center Detection via Bounding Box-Aware Heatmap Prediction on Edge Devices with NPUs
Chen Xin
T. Motz
Andreas Hartel
Enkelejda Kasneci
134
0
0
23 Nov 2024
SplatFlow: Self-Supervised Dynamic Gaussian Splatting in Neural Motion Flow Field for Autonomous Driving
SplatFlow: Self-Supervised Dynamic Gaussian Splatting in Neural Motion Flow Field for Autonomous Driving
Su Sun
Cheng Zhao
Zhuoyang Sun
Yingjie Victor Chen
Mei Chen
3DGS
143
1
0
23 Nov 2024
EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality
EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality
Sanghyeok Lee
Joonmyung Choi
Hyunwoo J. Kim
227
3
0
22 Nov 2024
D-Cube: Exploiting Hyper-Features of Diffusion Model for Robust Medical Classification
Minhee Jang
Juheon Son
Thanaporn Viriyasaranon
Junho Kim
Jang-Hwan Choi
MedIm
110
0
0
17 Nov 2024
SAG-ViT: A Scale-Aware, High-Fidelity Patching Approach with Graph Attention for Vision Transformers
SAG-ViT: A Scale-Aware, High-Fidelity Patching Approach with Graph Attention for Vision Transformers
Shravan Venkatraman
Jaskaran Singh Walia
J. Raheja
ViT
204
0
0
14 Nov 2024
Instruction-Driven Fusion of Infrared-Visible Images: Tailoring for
  Diverse Downstream Tasks
Instruction-Driven Fusion of Infrared-Visible Images: Tailoring for Diverse Downstream Tasks
Zengyi Yang
Yafei Zhang
Huafeng Li
Yu Liu
59
1
0
14 Nov 2024
DSCformer: A Dual-Branch Network Integrating Enhanced Dynamic Snake
  Convolution and SegFormer for Crack Segmentation
DSCformer: A Dual-Branch Network Integrating Enhanced Dynamic Snake Convolution and SegFormer for Crack Segmentation
Kaiwei Yu
I-Ming Chen
Jing Wu
56
0
0
14 Nov 2024
Harnessing Vision Foundation Models for High-Performance, Training-Free
  Open Vocabulary Segmentation
Harnessing Vision Foundation Models for High-Performance, Training-Free Open Vocabulary Segmentation
Yuheng Shi
Minjing Dong
Chang Xu
VLM
118
3
0
14 Nov 2024
Fast and Efficient Transformer-based Method for Bird's Eye View Instance
  Prediction
Fast and Efficient Transformer-based Method for Bird's Eye View Instance Prediction
Miguel Antunes-García
L. Bergasa
Santiago Montiel-Marín
R. Barea
Fabio Sánchez-García
Ángel Llamazares
127
0
0
11 Nov 2024
Extreme Rotation Estimation in the Wild
Extreme Rotation Estimation in the Wild
Hana Bezalel
Dotan Ankri
Ruojin Cai
Hadar Averbuch-Elor
143
2
0
11 Nov 2024
Joint-Optimized Unsupervised Adversarial Domain Adaptation in Remote
  Sensing Segmentation with Prompted Foundation Model
Joint-Optimized Unsupervised Adversarial Domain Adaptation in Remote Sensing Segmentation with Prompted Foundation Model
Shuchang Lyu
Qi Zhao
Guangliang Cheng
Yiwei He
Zheng Zhou
Guangbiao Wang
Zhenwei Shi
69
0
0
08 Nov 2024
Diff-2-in-1: Bridging Generation and Dense Perception with Diffusion
  Models
Diff-2-in-1: Bridging Generation and Dense Perception with Diffusion Models
Shuhong Zheng
Zhipeng Bao
Ruoyu Zhao
Martial Hebert
Yu-Xiong Wang
DiffM
151
0
0
07 Nov 2024
CFPNet: Improving Lightweight ToF Depth Completion via Cross-zone
  Feature Propagation
CFPNet: Improving Lightweight ToF Depth Completion via Cross-zone Feature Propagation
Laiyan Ding
Hualie Jiang
Rui Xu
Rui Huang
61
2
0
07 Nov 2024
Rethinking Decoders for Transformer-based Semantic Segmentation: A Compression Perspective
Rethinking Decoders for Transformer-based Semantic Segmentation: A Compression Perspective
Qishuai Wen
Chun-Guang Li
ViT
62
0
0
05 Nov 2024
OLAF: A Plug-and-Play Framework for Enhanced Multi-object Multi-part
  Scene Parsing
OLAF: A Plug-and-Play Framework for Enhanced Multi-object Multi-part Scene Parsing
Pranav Gupta
Rishubh Singh
Pradeep Shenoy
Ravikiran Sarvadevabhatla
61
0
0
05 Nov 2024
AutoVFX: Physically Realistic Video Editing from Natural Language
  Instructions
AutoVFX: Physically Realistic Video Editing from Natural Language Instructions
Hao-Yu Hsu
Zhi-Hao Lin
Albert Zhai
Hongchi Xia
Shenlong Wang
VGen
105
11
0
04 Nov 2024
Toward Integrating Semantic-aware Path Planning and Reliable
  Localization for UAV Operations
Toward Integrating Semantic-aware Path Planning and Reliable Localization for UAV Operations
Thanh Nguyen Canh
Huy-Hoang Ngo
Xiem HoangVan
N. Chong
74
0
0
04 Nov 2024
Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models
Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models
Junjiao Tian
Chengyue Huang
Z. Kira
59
2
0
03 Nov 2024
MamT$^4$: Multi-view Attention Networks for Mammography Cancer
  Classification
MamT4^44: Multi-view Attention Networks for Mammography Cancer Classification
Alisher Ibragimov
Sofya Senotrusova
Arsenii Litvinov
E. Ushakov
E. Karpulevich
Yury Markin
59
0
0
03 Nov 2024
FactorizePhys: Matrix Factorization for Multidimensional Attention in
  Remote Physiological Sensing
FactorizePhys: Matrix Factorization for Multidimensional Attention in Remote Physiological Sensing
Jitesh Joshi
Sos S. Agaian
Youngjun Cho
AI4TS
73
2
0
03 Nov 2024
Event-guided Low-light Video Semantic Segmentation
Event-guided Low-light Video Semantic Segmentation
Zhen Yao
Mooi Choo Choo Chuah
84
6
0
01 Nov 2024
Cityscape-Adverse: Benchmarking Robustness of Semantic Segmentation with
  Realistic Scene Modifications via Diffusion-Based Image Editing
Cityscape-Adverse: Benchmarking Robustness of Semantic Segmentation with Realistic Scene Modifications via Diffusion-Based Image Editing
Naufal Suryanto
Andro Aprila Adiputra
Ahmada Yusril Kadiptya
Thi-Thu-Huong Le
Derry Pratama
Yongsu Kim
Howon Kim
DiffM
128
0
0
01 Nov 2024
Federated Black-Box Adaptation for Semantic Segmentation
Federated Black-Box Adaptation for Semantic Segmentation
Jay N. Paranjape
S. Sikder
S. Vedula
Vishal M. Patel
FedML
68
1
0
31 Oct 2024
COSNet: A Novel Semantic Segmentation Network using Enhanced Boundaries
  in Cluttered Scenes
COSNet: A Novel Semantic Segmentation Network using Enhanced Boundaries in Cluttered Scenes
Muhammad Ali
Mamoona Javaid
Mubashir Noman
Mustansar Fiaz
Salman Khan
87
0
0
31 Oct 2024
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