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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
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation
Andrei Jelea
A. Belbachir
Marius Leordeanu
41
0
0
20 Mar 2025
SALT: Singular Value Adaptation with Low-Rank Transformation
SALT: Singular Value Adaptation with Low-Rank Transformation
Abdelrahman Elsayed
Sarim Hashmi
Mohammed Elseiagy
Hu Wang
Mohammad Yaqub
Ibrahim Almakky
OOD
45
0
0
20 Mar 2025
High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight
High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight
Cédric Vincent
Taehyoung Kim
Henri Meeß
52
0
0
19 Mar 2025
CAM-Seg: A Continuous-valued Embedding Approach for Semantic Image Generation
CAM-Seg: A Continuous-valued Embedding Approach for Semantic Image Generation
Masud Ahmed
Zahid Hasan
Syed Arefinul Haque
A. Faridee
S. Purushotham
Suya You
Nirmalya Roy
53
0
0
19 Mar 2025
Concat-ID: Towards Universal Identity-Preserving Video Synthesis
Concat-ID: Towards Universal Identity-Preserving Video Synthesis
Yong Zhong
Zhuoyi Yang
Jiayan Teng
Xiaotao Gu
Chongxuan Li
VGen
63
0
0
18 Mar 2025
Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment
Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment
Chen Liu
Peike Li
Liying Yang
Dadong Wang
Lincheng Li
Xin Yu
VOS
65
0
0
17 Mar 2025
Learning-based 3D Reconstruction in Autonomous Driving: A Comprehensive Survey
Learning-based 3D Reconstruction in Autonomous Driving: A Comprehensive Survey
Liewen Liao
Weihao Yan
Ming Yang
Songan Zhang
3DV
86
0
0
17 Mar 2025
Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio Semantics
Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio Semantics
Chen Liu
Liying Yang
Peike Li
Dadong Wang
Lincheng Li
Xin Yu
VOS
96
0
0
17 Mar 2025
Shape Bias and Robustness Evaluation via Cue Decomposition for Image Classification and Segmentation
Shape Bias and Robustness Evaluation via Cue Decomposition for Image Classification and Segmentation
Edgar Heinert
Thomas Gottwald
Annika Mütze
Matthias Rottmann
65
0
0
16 Mar 2025
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
Qingchen Tang
Lei Fan
M. Pagnucco
Yang Song
VLM
48
0
0
15 Mar 2025
Att-Adapter: A Robust and Precise Domain-Specific Multi-Attributes T2I Diffusion Adapter via Conditional Variational Autoencoder
Att-Adapter: A Robust and Precise Domain-Specific Multi-Attributes T2I Diffusion Adapter via Conditional Variational Autoencoder
Wonwoong Cho
Yan-Ying Chen
M. Klenk
David I. Inouye
Yanxia Zhang
DiffM
156
0
0
15 Mar 2025
SpaceSeg: A High-Precision Intelligent Perception Segmentation Method for Multi-Spacecraft On-Orbit Targets
Hao Liu
Pengyu Guo
Siyuan Yang
Zeqing Jiang
Qinglei Hu
Dongyu Li
43
0
0
14 Mar 2025
VGGT: Visual Geometry Grounded Transformer
Jianyuan Wang
Minghao Chen
Nikita Karaev
Andrea Vedaldi
Christian Rupprecht
David Novotny
ViT
53
7
0
14 Mar 2025
Robustness Tokens: Towards Adversarial Robustness of Transformers
Brian Pulfer
Yury Belousov
S. Voloshynovskiy
AAML
45
0
0
13 Mar 2025
MuDG: Taming Multi-modal Diffusion with Gaussian Splatting for Urban Scene Reconstruction
Yingshuang Zou
Yikang Ding
Chuanrui Zhang
Jiazhe Guo
Bohan Li
Xiaoyang Lyu
Feiyang Tan
Xiaojuan Qi
Haoqian Wang
3DGS
49
0
0
13 Mar 2025
Learning a Unified Degradation-aware Representation Model for Multi-modal Image Fusion
Haolong Ma
Hui Li
Chunyang Cheng
Zeyang Zhang
Xiaoning Song
Xiao Wu
55
1
0
13 Mar 2025
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain Adaptation
Sachin Verma
Frank Lindseth
Gabriel Kiss
55
0
0
11 Mar 2025
Structural and Statistical Texture Knowledge Distillation and Learning for Segmentation
Structural and Statistical Texture Knowledge Distillation and Learning for Segmentation
Deyi Ji
Feng Zhao
Hongtao Lu
Feng Wu
Jieping Ye
76
2
0
11 Mar 2025
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework
Zhuo Zhi
Chen Feng
Adam Daneshmend
Mine Orlu
Andreas Demosthenous
L. Yin
Da Li
Ziquan Liu
Miguel R. D. Rodrigues
LRM
64
1
0
11 Mar 2025
A Multimodal Physics-Informed Neural Network Approach for Mean Radiant Temperature Modeling
Pouya Shaeri
Saud AlKhaled
Ariane Middel
AI4CE
58
1
0
11 Mar 2025
OmniSAM: Omnidirectional Segment Anything Model for UDA in Panoramic Semantic Segmentation
Ding Zhong
Xu Zheng
Chenfei Liao
Yuanhuiyi Lyu
Jialei Chen
Shengyang Wu
Linfeng Zhang
Xuming Hu
VLM
55
4
0
10 Mar 2025
SimROD: A Simple Baseline for Raw Object Detection with Global and Local Enhancements
SimROD: A Simple Baseline for Raw Object Detection with Global and Local Enhancements
Haiyang Xie
Xi Shen
Shihua Huang
Qirui Wang
Zheng Wang
39
0
0
10 Mar 2025
MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation
MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation
Chenfei Liao
Xu Zheng
Yuanhuiyi Lyu
Haiwei Xue
Yihong Cao
Jiawen Wang
Kailun Yang
Xuming Hu
VLM
55
3
0
09 Mar 2025
Dynamic Dictionary Learning for Remote Sensing Image Segmentation
Xuechao Zou
Yue Li
Shun Zhang
Kai Li
Shiying Wang
Pin Tao
Junliang Xing
Congyan Lang
48
0
0
09 Mar 2025
SAQ-SAM: Semantically-Aligned Quantization for Segment Anything Model
Jing Zhang
Z. Li
Qingyi Gu
MQ
VLM
51
0
0
09 Mar 2025
USP: Unified Self-Supervised Pretraining for Image Generation and Understanding
Xiangxiang Chu
Renda Li
Yong Wang
62
0
0
08 Mar 2025
LEDiT: Your Length-Extrapolatable Diffusion Transformer without Positional Encoding
Shen Zhang
Yaning Tan
Siyuan Liang
Zhaowei Chen
Linze Li
...
Shuheng Li
Zhenyu Zhao
Caihua Chen
Jiajun Liang
Yao Tang
51
0
0
06 Mar 2025
MathMistake Checker: A Comprehensive Demonstration for Step-by-Step Math Problem Mistake Finding by Prompt-Guided LLMs
T. Zhang
Zhuoxuan Jiang
Haotian Zhang
Lin Lin
Shaohua Zhang
LRM
65
0
0
06 Mar 2025
COARSE: Collaborative Pseudo-Labeling with Coarse Real Labels for Off-Road Semantic Segmentation
Aurelio Noca
Xianmei Lei
Jonathan Becktor
J. Edlund
Anna Sabel
Patrick Spieler
Curtis Padgett
Alexandre Alahi
Deegan Atha
58
0
0
05 Mar 2025
Is Pre-training Applicable to the Decoder for Dense Prediction?
Is Pre-training Applicable to the Decoder for Dense Prediction?
Chao Ning
Wanshui Gan
Weihao Xuan
Naoto Yokoya
48
0
0
05 Mar 2025
Golden Cudgel Network for Real-Time Semantic Segmentation
Guoyu Yang
Yuan Wang
Daming Shi
Y. Wang
48
0
0
05 Mar 2025
Exploring Token-Level Augmentation in Vision Transformer for Semi-Supervised Semantic Segmentation
Dengke Zhang
Quan Tang
Fagui Liu
C. L. Philip Chen
Haiqing Mei
ViT
50
0
0
04 Mar 2025
Unveiling the Potential of Segment Anything Model 2 for RGB-Thermal Semantic Segmentation with Language Guidance
Jiayi Zhao
Fei Teng
Kai Luo
Guoqiang Zhao
Z. Li
Xu Zheng
Kailun Yang
VLM
79
3
0
04 Mar 2025
Q&C: When Quantization Meets Cache in Efficient Image Generation
Xin Ding
X. Li
Haotong Qin
Zhibo Chen
DiffM
MQ
73
0
0
04 Mar 2025
SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures
SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures
Hui Liu
Chen Jia
Fan Shi
Xu Cheng
Shengyong Chen
Mamba
47
0
0
03 Mar 2025
DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-Resolution
Xingyuan Li
Z. Wang
Yang Zou
Z. Chen
Jun Ma
Zhiying Jiang
Long Ma
Jinyuan Liu
78
1
0
03 Mar 2025
Comprehensive Evaluation of OCT-based Automated Segmentation of Retinal Layer, Fluid and Hyper-Reflective Foci: Impact on Diabetic Retinopathy Severity Assessment
Comprehensive Evaluation of OCT-based Automated Segmentation of Retinal Layer, Fluid and Hyper-Reflective Foci: Impact on Diabetic Retinopathy Severity Assessment
S. Chen
D. Ma
M. Raviselvan
S. Sundaramoorthy
K. Popuri
M. J. Ju
M. V. Sarunic
D. Ratra
M. F. Beg
68
0
0
03 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
Tassilo Wald
Saikat Roy
Fabian Isensee
Constantin Ulrich
Sebastian Ziegler
D. Trofimova
Raphael Stock
Michael Baumgartner
Gregor Köhler
Klaus H. Maier-Hein
ViT
MedIm
42
1
0
03 Mar 2025
Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond
Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond
Guanyao Wu
Haoyu Liu
Hongming Fu
Yichuan Peng
Jinyuan Liu
Xin-Yue Fan
Risheng Liu
66
0
0
03 Mar 2025
Split Adaptation for Pre-trained Vision Transformers
Lixu Wang
Bingqi Shang
Y. Li
Payal Mohapatra
Wei Dong
Xiao-Xu Wang
Qi Zhu
ViT
43
0
0
01 Mar 2025
SAC-ViT: Semantic-Aware Clustering Vision Transformer with Early Exit
Youbing Hu
Yun Cheng
Anqi Lu
Dawei Wei
Zhijun Li
42
0
0
27 Feb 2025
Dictionary-based Framework for Interpretable and Consistent Object Parsing
Dictionary-based Framework for Interpretable and Consistent Object Parsing
Tiezheng Zhang
Qihang Yu
Alan Yuille
Ju He
80
1
0
26 Feb 2025
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images
A Lightweight and Extensible Cell Segmentation and Classification Model for Whole Slide Images
N. Shvetsov
T. Kilvaer
M. Tafavvoghi
Anders Sildnes
Kajsa Møllersen
Lill-ToveRasmussen Busund
L. A. Bongo
VLM
66
1
0
26 Feb 2025
Improving Transformer Based Line Segment Detection with Matched Predicting and Re-ranking
Improving Transformer Based Line Segment Detection with Matched Predicting and Re-ranking
Xin Tong
Shi Peng
Baojie Tian
Yufei Guo
Xuhui Huang
Zhe Ma
ViT
59
1
0
25 Feb 2025
GHOST 2.0: generative high-fidelity one shot transfer of heads
GHOST 2.0: generative high-fidelity one shot transfer of heads
A. Groshev
Anastasiia Iashchenko
Pavel Paramonov
Denis Dimitrov
Andrey Kuznetsov
60
0
0
25 Feb 2025
MVIP -- A Dataset and Methods for Application Oriented Multi-View and Multi-Modal Industrial Part Recognition
MVIP -- A Dataset and Methods for Application Oriented Multi-View and Multi-Modal Industrial Part Recognition
Paul Koch
Marian Schluter
Jörg Krüger
65
0
0
24 Feb 2025
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations
W. Liu
Pei Yang
Wenhui Hong
Xiaoguang Mei
Jiayi Ma
DiffM
61
0
0
24 Feb 2025
Cross-Model Transferability of Adversarial Patches in Real-time Segmentation for Autonomous Driving
Cross-Model Transferability of Adversarial Patches in Real-time Segmentation for Autonomous Driving
Prashant Shekhar
Bidur Devkota
Dumindu Samaraweera
Laxima Niure Kandel
Manoj Babu
AAML
53
0
0
22 Feb 2025
Graph Attention Convolutional U-NET: A Semantic Segmentation Model for Identifying Flooded Areas
Graph Attention Convolutional U-NET: A Semantic Segmentation Model for Identifying Flooded Areas
Muhammad Umair Danish
Madhushan Buwaneswaran
Tehara Fonseka
Katarina Grolinger
AI4CE
46
1
0
21 Feb 2025
Image Forgery Localization with State Space Models
Image Forgery Localization with State Space Models
Zijie Lou
Gang Cao
Kun Guo
Shaowei Weng
Lifang Yu
Mamba
94
1
0
17 Feb 2025
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