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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
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations
Wen Liu
Pei Yang
Wenhui Hong
Xiaoguang Mei
Jiayi Ma
DiffM
91
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
98
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
98
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
173
1
0
17 Feb 2025
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation
Yuexing Ding
Jun Wang
H. Lyu
218
0
0
17 Feb 2025
NPSim: Nighttime Photorealistic Simulation From Daytime Images With Monocular Inverse Rendering and Ray Tracing
NPSim: Nighttime Photorealistic Simulation From Daytime Images With Monocular Inverse Rendering and Ray Tracing
Shutong Zhang
76
0
0
15 Feb 2025
Enhancing Video Understanding: Deep Neural Networks for Spatiotemporal Analysis
Enhancing Video Understanding: Deep Neural Networks for Spatiotemporal Analysis
Amir Hosein Fadaei
M. Dehaqani
89
0
0
11 Feb 2025
Enhancing Ground-to-Aerial Image Matching for Visual Misinformation Detection Using Semantic Segmentation
Enhancing Ground-to-Aerial Image Matching for Visual Misinformation Detection Using Semantic Segmentation
Emanuele Mule
Matteo Pannacci
Ali Ghasemi Goudarzi
Francesco Pro
Lorenzo Papa
Luca Maiano
Irene Amerini
151
0
0
10 Feb 2025
Fully Exploiting Vision Foundation Model's Profound Prior Knowledge for Generalizable RGB-Depth Driving Scene Parsing
Sicen Guo
Tianyou Wen
Chuang-Wei Liu
Qijun Chen
Rui Fan
103
0
0
10 Feb 2025
Advancing Weight and Channel Sparsification with Enhanced Saliency
Advancing Weight and Channel Sparsification with Enhanced Saliency
Xinglong Sun
Maying Shen
Hongxu Yin
Lei Mao
Pavlo Molchanov
Jose M. Alvarez
86
1
0
05 Feb 2025
UNIP: Rethinking Pre-trained Attention Patterns for Infrared Semantic Segmentation
UNIP: Rethinking Pre-trained Attention Patterns for Infrared Semantic Segmentation
Tao Zhang
Jinyong Wen
Zhen Chen
Kun Ding
Di Zhang
Chunhong Pan
252
1
0
04 Feb 2025
Temporal-consistent CAMs for Weakly Supervised Video Segmentation in Waste Sorting
Temporal-consistent CAMs for Weakly Supervised Video Segmentation in Waste Sorting
Andrea Marelli
Luca Magri
F. Arrigoni
Giacomo Boracchi
55
0
0
03 Feb 2025
Deep Unfolding Multi-modal Image Fusion Network via Attribution Analysis
Deep Unfolding Multi-modal Image Fusion Network via Attribution Analysis
Haowen Bai
Zixiang Zhao
Jiangshe Zhang
Baisong Jiang
Lilun Deng
Yukun Cui
Shuang Xu
Chunxia Zhang
136
4
0
03 Feb 2025
Video-based Surgical Tool-tip and Keypoint Tracking using Multi-frame Context-driven Deep Learning Models
Video-based Surgical Tool-tip and Keypoint Tracking using Multi-frame Context-driven Deep Learning Models
B. Ghanekar
Lianne R. Johnson
Jacob L. Laughlin
Marcia K. O'Malley
Ashok Veeraraghavan
141
2
0
30 Jan 2025
Efficient Redundancy Reduction for Open-Vocabulary Semantic Segmentation
Efficient Redundancy Reduction for Open-Vocabulary Semantic Segmentation
Lin Chen
Qi Yang
Kun Ding
Zhu Li
Gang Shen
Fei Li
Qiyuan Cao
Shiming Xiang
VLM
80
0
0
29 Jan 2025
Not Every Patch is Needed: Towards a More Efficient and Effective Backbone for Video-based Person Re-identification
Not Every Patch is Needed: Towards a More Efficient and Effective Backbone for Video-based Person Re-identification
Lanyun Zhu
Tianrun Chen
Deyi Ji
Jieping Ye
Jing Liu
156
2
0
28 Jan 2025
Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint
Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint
H. Kumar
Beomseok Kang
Biswadeep Chakraborty
Saibal Mukhopadhyay
103
0
0
28 Jan 2025
Z-Stack Scanning can Improve AI Detection of Mitosis: A Case Study of Meningiomas
H. Gu
Ellie Onstott
Wenzhong Yan
Tengyou Xu
Ruolin Wang
Zida Wu
Xiang Ánthony' Chen
Mohammad Haeri
112
1
0
28 Jan 2025
iFormer: Integrating ConvNet and Transformer for Mobile Application
iFormer: Integrating ConvNet and Transformer for Mobile Application
Chuanyang Zheng
ViT
179
0
0
26 Jan 2025
Rethinking Encoder-Decoder Flow Through Shared Structures
Rethinking Encoder-Decoder Flow Through Shared Structures
Frederik Laboyrie
M. K. Yucel
Albert Saà-Garriga
AI4CE
73
0
0
24 Jan 2025
Enhancing kelp forest detection in remote sensing images using crowdsourced labels with Mixed Vision Transformers and ConvNeXt segmentation models
Enhancing kelp forest detection in remote sensing images using crowdsourced labels with Mixed Vision Transformers and ConvNeXt segmentation models
Ioannis Nasios
109
0
0
23 Jan 2025
Benchmarking Image Perturbations for Testing Automated Driving Assistance Systems
Benchmarking Image Perturbations for Testing Automated Driving Assistance Systems
Stefano Carlo Lambertenghi
Hannes Leonhard
Andrea Stocco
AAML
461
2
0
21 Jan 2025
DiffDoctor: Diagnosing Image Diffusion Models Before Treating
DiffDoctor: Diagnosing Image Diffusion Models Before Treating
Yiyang Wang
Xi Chen
Xiaogang Xu
S. Ji
Yongxu Liu
Yujun Shen
Hengshuang Zhao
DiffM
147
0
0
21 Jan 2025
Disharmony: Forensics using Reverse Lighting Harmonization
Disharmony: Forensics using Reverse Lighting Harmonization
P. W. Shin
Jack Sampson
Vijaykrishnan Narayanan
Andres Marquez
Mahantesh Halappanavar
DiffM
133
0
0
20 Jan 2025
Rethinking Early-Fusion Strategies for Improved Multimodal Image Segmentation
Rethinking Early-Fusion Strategies for Improved Multimodal Image Segmentation
Zhengwen Shen
Yulian Li
Han Zhang
Yuchen Weng
Jun Wang
97
0
0
19 Jan 2025
OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping
OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping
J. Xia
Hongruixuan Chen
Clifford Broni-bediako
Yimin Wei
Jian Song
Naoto Yokoya
107
6
0
18 Jan 2025
MAMo: Leveraging Memory and Attention for Monocular Video Depth Estimation
MAMo: Leveraging Memory and Attention for Monocular Video Depth Estimation
R. Yasarla
H. Cai
Jisoo Jeong
Y. Shi
Risheek Garrepalli
Fatih Porikli
MDE
287
18
0
17 Jan 2025
FutureDepth: Learning to Predict the Future Improves Video Depth Estimation
FutureDepth: Learning to Predict the Future Improves Video Depth Estimation
R. Yasarla
Manish Kumar Singh
Hong Cai
Yunxiao Shi
Jisoo Jeong
Yinhao Zhu
Shizhong Han
Risheek Garrepalli
Fatih Porikli
MDE
217
8
0
17 Jan 2025
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions
Detecting Contextual Anomalies by Discovering Consistent Spatial Regions
Zhengye Yang
Richard J. Radke
109
0
0
14 Jan 2025
SkipClick: Combining Quick Responses and Low-Level Features for Interactive Segmentation in Winter Sports Contexts
SkipClick: Combining Quick Responses and Low-Level Features for Interactive Segmentation in Winter Sports Contexts
Robin Schon
Julian Lorenz
Daniel Kienzle
Rainer Lienhart
81
0
0
14 Jan 2025
Semi-supervised 3D Semantic Scene Completion with 2D Vision Foundation Model Guidance
Semi-supervised 3D Semantic Scene Completion with 2D Vision Foundation Model Guidance
Duc-Hai Pham
Duc Dung Nguyen
Anh Pham
Ho Lai Tuan
P. Nguyen
Khoi Duc Minh Nguyen
Rang Nguyen
3DPC
168
1
0
10 Jan 2025
BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response
BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response
Hongruixuan Chen
Jian Song
Olivier Dietrich
Clifford Broni-bediako
Weihao Xuan
...
Yimin Wei
J. Xia
Cuiling Lan
Konrad Schindler
Naoto Yokoya
264
7
0
10 Jan 2025
Multi-source Domain Adaptation for Panoramic Semantic Segmentation
Multi-source Domain Adaptation for Panoramic Semantic Segmentation
Jing Jiang
Sicheng Zhao
Jiankun Zhu
Wenbo Tang
Zhaopan Xu
Jidong Yang
Guoping Liu
Tengfei Xing
Pengfei Xu
Huanjin Yao
95
4
0
08 Jan 2025
Enhanced Rooftop Solar Panel Detection by Efficiently Aggregating Local Features
Enhanced Rooftop Solar Panel Detection by Efficiently Aggregating Local Features
Kuldeep Kurte
Kedar Kulkarni
45
0
0
06 Jan 2025
Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation
S. Park
Subeen Lee
Hyun Seok Seong
Jaejoon Yoo
Jae-Pil Heo
125
1
0
03 Jan 2025
Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation
Mingjia Li
Shuang Li
Tongrui Su
Longhui Yuan
Jian Liang
Wei Li
DiffM
90
0
0
03 Jan 2025
WeatherDG: LLM-assisted Diffusion Model for Procedural Weather Generation in Domain-Generalized Semantic Segmentation
WeatherDG: LLM-assisted Diffusion Model for Procedural Weather Generation in Domain-Generalized Semantic Segmentation
Chenghao Qian
Yuhu Guo
Yuhong Mo
Wenjing Li
DiffM
127
2
0
31 Dec 2024
4D Gaussian Splatting: Modeling Dynamic Scenes with Native 4D Primitives
4D Gaussian Splatting: Modeling Dynamic Scenes with Native 4D Primitives
Zeyu Yang
Zijie Pan
Xiatian Zhu
Li Zhang
Yu-Gang Jiang
Philip H. S. Torr
3DGS
112
0
0
31 Dec 2024
AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New Domains
AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New Domains
Krzysztof Lis
Matthias Rottmann
Annika Mütze
S. Honari
Pascal Fua
Mathieu Salzmann
ViT
141
3
0
31 Dec 2024
Paleoinspired Vision: From Exploring Colour Vision Evolution to
  Inspiring Camera Design
Paleoinspired Vision: From Exploring Colour Vision Evolution to Inspiring Camera Design
Junjie Zhang
Zhimin Zong
Lin Gu
Shenghan Su
Ziteng Cui
...
Zhongfu Chen
Jing Lu
Daisuke Kojima
Tatsuya Harada
Ruogu Fang
97
0
0
27 Dec 2024
PRISM: Efficient Long-Range Reasoning With Short-Context LLMs
PRISM: Efficient Long-Range Reasoning With Short-Context LLMs
Dulhan Jayalath
James Bradley Wendt
Nicholas Monath
Sandeep Tata
Beliz Gunel
CLLLRM
63
0
0
25 Dec 2024
Establishing Reality-Virtuality Interconnections in Urban Digital Twins
  for Superior Intelligent Road Inspection
Establishing Reality-Virtuality Interconnections in Urban Digital Twins for Superior Intelligent Road Inspection
Yikang Zhang
Chuang-Wei Liu
Jiahang Li
Yingbing Chen
Jie Cheng
Rui Fan
72
0
0
23 Dec 2024
Learning Dynamic Local Context Representations for Infrared Small Target
  Detection
Learning Dynamic Local Context Representations for Infrared Small Target Detection
Guoyi Zhang
Guangsheng Xu
Han Wang
Siyang Chen
Yunxiao Shan
Xiaohu Zhang
97
2
0
23 Dec 2024
PointVoxelFormer -- Reviving point cloud networks for 3D medical imaging
PointVoxelFormer -- Reviving point cloud networks for 3D medical imaging
Mattias Paul Heinrich
3DPC
93
0
0
23 Dec 2024
MAGIC++: Efficient and Resilient Modality-Agnostic Semantic Segmentation
  via Hierarchical Modality Selection
MAGIC++: Efficient and Resilient Modality-Agnostic Semantic Segmentation via Hierarchical Modality Selection
Xu Zheng
Yuanhuiyi Lyu
Lutao Jiang
Jiazhou Zhou
Lin Wang
Xuming Hu
140
8
0
22 Dec 2024
IV-tuning: Parameter-Efficient Transfer Learning for Infrared-Visible Tasks
IV-tuning: Parameter-Efficient Transfer Learning for Infrared-Visible Tasks
Yaming Zhang
Chenqiang Gao
Fangcen Liu
Junjie Guo
Lan Wang
Xinggan Peng
Deyu Meng
192
0
0
21 Dec 2024
Mesoscopic Insights: Orchestrating Multi-scale & Hybrid Architecture for
  Image Manipulation Localization
Mesoscopic Insights: Orchestrating Multi-scale & Hybrid Architecture for Image Manipulation Localization
Xuekang Zhu
Xiaochen Ma
Lei Su
Zhuohang Jiang
Bo Du
Xiwen Wang
Zeyu Lei
Wentao Feng
Chi-Man Pun
Jizhe Zhou
AI4CE
123
5
0
18 Dec 2024
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation
Yunxiang Fu
Meng Lou
Yizhou Yu
319
1
0
16 Dec 2024
Video Diffusion Transformers are In-Context Learners
Video Diffusion Transformers are In-Context Learners
Zhengcong Fei
Di Qiu
Changqian Yu
Debang Li
Mingyuan Fan
VGenDiffM
396
3
0
14 Dec 2024
Rethinking Detecting Salient and Camouflaged Objects in Unconstrained Scenes
Rethinking Detecting Salient and Camouflaged Objects in Unconstrained Scenes
Zhangjun Zhou
Yiping Li
Chunlin Zhong
Jianuo Huang
Jialun Pei
He Tang
He Tang
116
0
0
14 Dec 2024
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