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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
Defect Spectrum: A Granular Look of Large-Scale Defect Datasets with
  Rich Semantics
Defect Spectrum: A Granular Look of Large-Scale Defect Datasets with Rich Semantics
Shuai Yang
Zhifei Chen
Pengguang Chen
Xi Fang
Yixun Liang
Shu Liu
Ying-Cong Chen
118
13
0
26 Oct 2023
Bridging The Gaps Between Token Pruning and Full Pre-training via Masked
  Fine-tuning
Bridging The Gaps Between Token Pruning and Full Pre-training via Masked Fine-tuning
Fengyuan Shi
Limin Wang
ViT
54
0
0
26 Oct 2023
A Deep Learning Approach to Teeth Segmentation and Orientation from
  Panoramic X-rays
A Deep Learning Approach to Teeth Segmentation and Orientation from Panoramic X-rays
M. K. Dhar
Mou Deb
D. Madhab
Zeyun Yu
60
1
0
26 Oct 2023
Unsupervised Domain Adaptation for Semantic Segmentation with Pseudo
  Label Self-Refinement
Unsupervised Domain Adaptation for Semantic Segmentation with Pseudo Label Self-Refinement
Xingchen Zhao
Niluthpol Chowdhury Mithun
Abhinav Rajvanshi
Han-Pang Chiu
S. Samarasekera
56
10
0
25 Oct 2023
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D
  Medical Image Segmentation
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
Md Mostafijur Rahman
R. Marculescu
MedIm
69
39
0
24 Oct 2023
CPSeg: Finer-grained Image Semantic Segmentation via Chain-of-Thought
  Language Prompting
CPSeg: Finer-grained Image Semantic Segmentation via Chain-of-Thought Language Prompting
Lei Li
115
24
0
24 Oct 2023
FreeMask: Synthetic Images with Dense Annotations Make Stronger
  Segmentation Models
FreeMask: Synthetic Images with Dense Annotations Make Stronger Segmentation Models
Lihe Yang
Xiaogang Xu
Bingyi Kang
Yinghuan Shi
Hengshuang Zhao
90
46
0
23 Oct 2023
P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic
  Segmentation
P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic Segmentation
Mohammed A. M. Elhassan
Changjun Zhou
Amina Benabid
Abuzar B. M. Adam
ViT
75
13
0
23 Oct 2023
Toward Flare-Free Images: A Survey
Toward Flare-Free Images: A Survey
Yousef Kotp
Marwan Torki
77
3
0
22 Oct 2023
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method
  and Application
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application
Bo Yuan
Danpei Zhao
3DVCLL
105
12
0
22 Oct 2023
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with
  Transformer-based Networks
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks
Sania Eskandari
Janet Lumpp
ViTMedIm
40
3
0
20 Oct 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with
  Inter-scale Dependency Modeling
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling
Sania Eskandari
Janet Lumpp
Luis Gonzalo Sánchez Giraldo
ViTMedIm
54
8
0
20 Oct 2023
Minimalist and High-Performance Semantic Segmentation with Plain Vision
  Transformers
Minimalist and High-Performance Semantic Segmentation with Plain Vision Transformers
Yuanduo Hong
Jue Wang
Weichao Sun
Huihui Pan
VLMViT
88
7
0
19 Oct 2023
Cross-attention Spatio-temporal Context Transformer for Semantic
  Segmentation of Historical Maps
Cross-attention Spatio-temporal Context Transformer for Semantic Segmentation of Historical Maps
Sidi Wu
Yizi Chen
Konrad Schindler
L. Hurni
72
4
0
19 Oct 2023
SegmATRon: Embodied Adaptive Semantic Segmentation for Indoor
  Environment
SegmATRon: Embodied Adaptive Semantic Segmentation for Indoor Environment
T. Zemskova
Margarita Kichik
Dmitry A. Yudin
A. Staroverov
Aleksandr I. Panov
72
1
0
18 Oct 2023
Medical Image Segmentation via Sparse Coding Decoder
Medical Image Segmentation via Sparse Coding Decoder
Long Zeng
Kaigui Wu
MedIm
63
3
0
17 Oct 2023
IDRNet: Intervention-Driven Relation Network for Semantic Segmentation
IDRNet: Intervention-Driven Relation Network for Semantic Segmentation
Zhenchao Jin
Xiaowei Hu
Lingting Zhu
Luchuan Song
Li Yuan
Lequan Yu
98
21
0
16 Oct 2023
Real-time Photorealistic Dynamic Scene Representation and Rendering with
  4D Gaussian Splatting
Real-time Photorealistic Dynamic Scene Representation and Rendering with 4D Gaussian Splatting
Zeyu Yang
Hongye Yang
Zijie Pan
Li Zhang
3DGS
130
270
0
16 Oct 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical
  Image Segmentation
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation
Tan-Hanh Pham
Xianqi Li
Kim-Doang Nguyen
MedImViT
71
13
0
16 Oct 2023
GPT-Prompt Controlled Diffusion for Weakly-Supervised Semantic
  Segmentation
GPT-Prompt Controlled Diffusion for Weakly-Supervised Semantic Segmentation
Wangyu Wu
Tianhong Dai
Xiaowei Huang
Fei Ma
Jimin Xiao
DiffM
94
1
0
15 Oct 2023
Animating Street View
Animating Street View
Mengyi Shan
Brian L. Curless
Ira Kemelmacher-Shlizerman
Steven M. Seitz
70
2
0
12 Oct 2023
Accelerating Vision Transformers Based on Heterogeneous Attention
  Patterns
Accelerating Vision Transformers Based on Heterogeneous Attention Patterns
Deli Yu
Teng Xi
Jianwei Li
Baopu Li
Gang Zhang
Haocheng Feng
Junyu Han
Jingtuo Liu
Errui Ding
Jingdong Wang
ViT
77
1
0
11 Oct 2023
Distilling Efficient Vision Transformers from CNNs for Semantic
  Segmentation
Distilling Efficient Vision Transformers from CNNs for Semantic Segmentation
Xueye Zheng
Yunhao Luo
Pengyuan Zhou
Lin Wang
79
15
0
11 Oct 2023
Robust Unsupervised Domain Adaptation by Retaining Confident Entropy via
  Edge Concatenation
Robust Unsupervised Domain Adaptation by Retaining Confident Entropy via Edge Concatenation
Hye-Seong Hong
Abhishek Kumar
Dong-Gyu Lee
AAML
80
5
0
11 Oct 2023
Perceptual MAE for Image Manipulation Localization: A High-level Vision
  Learner Focusing on Low-level Features
Perceptual MAE for Image Manipulation Localization: A High-level Vision Learner Focusing on Low-level Features
Xiaochen Ma
Jizhe Zhou
Xiong Xu
Zhuohang Jiang
Chi-Man Pun
62
0
0
10 Oct 2023
CoinSeg: Contrast Inter- and Intra- Class Representations for
  Incremental Segmentation
CoinSeg: Contrast Inter- and Intra- Class Representations for Incremental Segmentation
Zekang Zhang
Guangyu Gao
Jianbo Jiao
C. Liu
Yunchao Wei
74
22
0
10 Oct 2023
Cross-modal Cognitive Consensus guided Audio-Visual Segmentation
Cross-modal Cognitive Consensus guided Audio-Visual Segmentation
Zhaofeng Shi
Qingbo Wu
Fanman Meng
Linfeng Xu
Hongliang Li
VOS
102
3
0
10 Oct 2023
Low-Resolution Self-Attention for Semantic Segmentation
Low-Resolution Self-Attention for Semantic Segmentation
Yu-Huan Wu
Shi-Chen Zhang
Yun-Hai Liu
Le Zhang
Xin Zhan
Daquan Zhou
Jiashi Feng
Ming-Ming Cheng
Liangli Zhen
ViT
222
3
0
08 Oct 2023
Memory-Constrained Semantic Segmentation for Ultra-High Resolution UAV
  Imagery
Memory-Constrained Semantic Segmentation for Ultra-High Resolution UAV Imagery
Qi Li
Jiaxin Cai
Yuanlong Yu
Jason Gu
Jia Pan
Wenxi Liu
62
4
0
07 Oct 2023
Generalized Robust Test-Time Adaptation in Continuous Dynamic Scenarios
Generalized Robust Test-Time Adaptation in Continuous Dynamic Scenarios
Shuangliang Li
Longhui Yuan
Binhui Xie
Tao Yang
TTA
77
2
0
07 Oct 2023
DiffPrompter: Differentiable Implicit Visual Prompts for
  Semantic-Segmentation in Adverse Conditions
DiffPrompter: Differentiable Implicit Visual Prompts for Semantic-Segmentation in Adverse Conditions
Sanket Kalwar
Mihir Ungarala
Shruti Jain
Aaron Monis
Krishna Reddy Konda
Sourav Garg
K. M. Krishna
VLM
68
0
0
06 Oct 2023
Robust Multimodal Learning with Missing Modalities via
  Parameter-Efficient Adaptation
Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation
Md Kaykobad Reza
Ashley Prater-Bennette
M. Salman Asif
72
8
0
06 Oct 2023
ObjFormer: Learning Land-Cover Changes From Paired OSM Data and Optical
  High-Resolution Imagery via Object-Guided Transformer
ObjFormer: Learning Land-Cover Changes From Paired OSM Data and Optical High-Resolution Imagery via Object-Guided Transformer
Hongruixuan Chen
Cuiling Lan
Jian Song
Clifford Broni-Bediako
Junshi Xia
Naoto Yokoya
125
18
0
04 Oct 2023
CoralVOS: Dataset and Benchmark for Coral Video Segmentation
CoralVOS: Dataset and Benchmark for Coral Video Segmentation
Ziqiang Zheng
Yaofeng Xie
Haixin Liang
Zhibin Yu
Sai-Kit Yeung
VOS
88
7
0
03 Oct 2023
Constructing Image-Text Pair Dataset from Books
Constructing Image-Text Pair Dataset from Books
Yamato Okamoto
Haruto Toyonaga
Yoshihisa Ijiri
Hirokatsu Kataoka
79
3
0
03 Oct 2023
CLIP Is Also a Good Teacher: A New Learning Framework for Inductive
  Zero-shot Semantic Segmentation
CLIP Is Also a Good Teacher: A New Learning Framework for Inductive Zero-shot Semantic Segmentation
Jialei Chen
Daisuke Deguchi
Chenkai Zhang
Xu Zheng
Hiroshi Murase
VLM
124
9
0
03 Oct 2023
Selective Feature Adapter for Dense Vision Transformers
Selective Feature Adapter for Dense Vision Transformers
XueQing Deng
Qi Fan
Xiaojie Jin
Linjie Yang
Peng Wang
61
0
0
03 Oct 2023
Segment Any Building
Segment Any Building
Lei Li
84
10
0
02 Oct 2023
Visual Temporal Fusion Based Free Space Segmentation for Autonomous
  Surface Vessels
Visual Temporal Fusion Based Free Space Segmentation for Autonomous Surface Vessels
Xueyao Liang
Hu Xu
Yuwei Cheng
41
0
0
02 Oct 2023
Exchange means change: an unsupervised single-temporal change detection
  framework based on intra- and inter-image patch exchange
Exchange means change: an unsupervised single-temporal change detection framework based on intra- and inter-image patch exchange
Hongruixuan Chen
Jian Song
Chen Wu
Bo Du
Naoto Yokoya
69
37
0
01 Oct 2023
PixArt-$α$: Fast Training of Diffusion Transformer for
  Photorealistic Text-to-Image Synthesis
PixArt-ααα: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis
Junsong Chen
Jincheng Yu
Chongjian Ge
Lewei Yao
Enze Xie
...
Zhongdao Wang
James T. Kwok
Ping Luo
Huchuan Lu
Zhenguo Li
DiffM
117
461
0
30 Sep 2023
An easy zero-shot learning combination: Texture Sensitive Semantic
  Segmentation IceHrNet and Advanced Style Transfer Learning Strategy
An easy zero-shot learning combination: Texture Sensitive Semantic Segmentation IceHrNet and Advanced Style Transfer Learning Strategy
Zhiyong Yang
Yuelong Zhu
Xiaoqin Zeng
Jun Zong
Xiuheng Liu
Ran Tao
Xiaofei Cong
Yufeng Yu
VLM
42
1
0
30 Sep 2023
SegRCDB: Semantic Segmentation via Formula-Driven Supervised Learning
SegRCDB: Semantic Segmentation via Formula-Driven Supervised Learning
Risa Shinoda
Ryo Hayamizu
Kodai Nakashima
Nakamasa Inoue
Rio Yokota
Hirokatsu Kataoka
VLM
61
11
0
29 Sep 2023
Scalable Multi-Temporal Remote Sensing Change Data Generation via
  Simulating Stochastic Change Process
Scalable Multi-Temporal Remote Sensing Change Data Generation via Simulating Stochastic Change Process
Zhuo Zheng
S. Tian
A. Ma
Lefei Zhang
Yanfei Zhong
93
16
0
29 Sep 2023
Superpixel Transformers for Efficient Semantic Segmentation
Superpixel Transformers for Efficient Semantic Segmentation
Xiao Han
Jieru Mei
Lu Zhang
Hang Yan
Yongkai Wu
Liang-Chieh Chen
Henrik Kretzschmar
ViT
59
11
0
28 Sep 2023
Open Compound Domain Adaptation with Object Style Compensation for
  Semantic Segmentation
Open Compound Domain Adaptation with Object Style Compensation for Semantic Segmentation
Tingliang Feng
Hong Shi
Xueyang Liu
Wei Feng
Jie Wang
Yanlin Zhou
Di Lin
105
6
0
28 Sep 2023
InfraParis: A multi-modal and multi-task autonomous driving dataset
InfraParis: A multi-modal and multi-task autonomous driving dataset
Gianni Franchi
Marwane Hariat
Xuanlong Yu
Nacim Belkhir
Antoine Manzanera
David Filliat
76
9
0
27 Sep 2023
The Robust Semantic Segmentation UNCV2023 Challenge Results
The Robust Semantic Segmentation UNCV2023 Challenge Results
Xuanlong Yu
Yi Zuo
Zitao Wang
Xiaowen Zhang
Jiaxuan Zhao
...
Angela Yao
Wenlong Chen
Ivor J. A. Simpson
Neill D. F. Campbell
Gianni Franchi
UQCV
85
5
0
27 Sep 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A
  survey
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey
Sicong Liu
Bin Guo
Cheng Fang
Ziqi Wang
Shiyan Luo
Zimu Zhou
Zhiwen Yu
AI4CE
88
23
0
27 Sep 2023
Seeing Beyond the Patch: Scale-Adaptive Semantic Segmentation of
  High-resolution Remote Sensing Imagery based on Reinforcement Learning
Seeing Beyond the Patch: Scale-Adaptive Semantic Segmentation of High-resolution Remote Sensing Imagery based on Reinforcement Learning
Yinhe Liu
Sunan Shi
Junjue Wang
Yanfei Zhong
68
0
0
27 Sep 2023
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