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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 / 1,851 papers shown
Title
ForgeryTTT: Zero-Shot Image Manipulation Localization with Test-Time
  Training
ForgeryTTT: Zero-Shot Image Manipulation Localization with Test-Time Training
Weihuang Liu
Xi Shen
Chi-Man Pun
Xiaodong Cun
ViT
29
2
0
05 Oct 2024
SpecSAR-Former: A Lightweight Transformer-based Network for Global LULC
  Mapping Using Integrated Sentinel-1 and Sentinel-2
SpecSAR-Former: A Lightweight Transformer-based Network for Global LULC Mapping Using Integrated Sentinel-1 and Sentinel-2
Hao Yu
Gen Li
Haoyu Liu
Songyan Zhu
Wenquan Dong
Changjian Li
27
0
0
04 Oct 2024
MMP: Towards Robust Multi-Modal Learning with Masked Modality Projection
MMP: Towards Robust Multi-Modal Learning with Masked Modality Projection
Niki Nezakati
Md Kaykobad Reza
Ameya Patil
Mashhour Solh
M. Salman Asif
32
1
0
03 Oct 2024
HiFiSeg: High-Frequency Information Enhanced Polyp Segmentation with
  Global-Local Vision Transformer
HiFiSeg: High-Frequency Information Enhanced Polyp Segmentation with Global-Local Vision Transformer
Jingjing Ren
Xiaoyong Zhang
Lina Zhang
26
0
0
03 Oct 2024
Adapting Segment Anything Model to Melanoma Segmentation in Microscopy
  Slide Images
Adapting Segment Anything Model to Melanoma Segmentation in Microscopy Slide Images
Qingyuan Liu
Avideh Zakhor
VLM
31
0
0
03 Oct 2024
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network
Yangyang Qiu
Guoan Xu
Guangwei Gao
Zhenhua Guo
Yi Yu
Chia-Wen Lin
35
0
0
03 Oct 2024
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate
  Time Series Forecasting
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting
Aitian Ma
Dongsheng Luo
Mo Sha
AI4TS
25
0
0
02 Oct 2024
Semantic Segmentation of Unmanned Aerial Vehicle Remote Sensing Images
  using SegFormer
Semantic Segmentation of Unmanned Aerial Vehicle Remote Sensing Images using SegFormer
Vlatko Spasev
I. Dimitrovski
Ivan Chorbev
Ivan Kitanovski
36
0
0
01 Oct 2024
AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation
AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation
Boyu Han
Qianqian Xu
Zhiyong Yang
Shilong Bao
Peisong Wen
Yangbangyan Jiang
Qingming Huang
30
2
0
30 Sep 2024
Task-Oriented Pre-Training for Drivable Area Detection
Task-Oriented Pre-Training for Drivable Area Detection
Fulong Ma
Guoyang Zhao
Weiqing Qi
Ming Liu
Jun Ma
VLM
33
1
0
30 Sep 2024
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid
  Robust and Fair Featuring in Face Analysis
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid Robust and Fair Featuring in Face Analysis
Shukesh Reddy
Nishit Poddar
Srijan Das
Abhijit Das
CVBM
30
0
0
29 Sep 2024
Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical
  Federated Learning in Autonomous Driving
Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving
Wei-Bin Kou
Qingfeng Lin
Ming Tang
Rongguang Ye
Shuai Wang
Guangxu Zhu
Yik-Chung Wu
32
4
0
29 Sep 2024
EfficientCrackNet: A Lightweight Model for Crack Segmentation
EfficientCrackNet: A Lightweight Model for Crack Segmentation
Abid Hasan Zim
Aquib Iqbal
Zaid Al-Huda
Asad U. Malik
Minoru Kuribayash
26
1
0
26 Sep 2024
Self-Distilled Depth Refinement with Noisy Poisson Fusion
Self-Distilled Depth Refinement with Noisy Poisson Fusion
Jiaqi Li
Yiran Wang
Jinghong Zheng
Zihao Huang
Ke Xian
Zhiguo Cao
Jianming Zhang
31
2
0
26 Sep 2024
Shape-intensity knowledge distillation for robust medical image
  segmentation
Shape-intensity knowledge distillation for robust medical image segmentation
Wenhui Dong
Bo Du
Yongchao Xu
36
0
0
26 Sep 2024
Disco4D: Disentangled 4D Human Generation and Animation from a Single
  Image
Disco4D: Disentangled 4D Human Generation and Animation from a Single Image
Hui En Pang
Shuai Liu
Zhongang Cai
Lei Yang
Tianwei Zhang
Ziwei Liu
3DGS
36
3
0
25 Sep 2024
Automated Surgical Skill Assessment in Endoscopic Pituitary Surgery
  using Real-time Instrument Tracking on a High-fidelity Bench-top Phantom
Automated Surgical Skill Assessment in Endoscopic Pituitary Surgery using Real-time Instrument Tracking on a High-fidelity Bench-top Phantom
Adrito Das
Bilal Sidiqi
Laurent Mennillo
Zhehua Mao
Mikael Brudfors
...
John G. Hanrahan
Matthew J. Clarkson
Danail Stoyanov
Hani J. Marcus
Sophia Bano
32
2
0
25 Sep 2024
A novel open-source ultrasound dataset with deep learning benchmarks for
  spinal cord injury localization and anatomical segmentation
A novel open-source ultrasound dataset with deep learning benchmarks for spinal cord injury localization and anatomical segmentation
Avisha Kumar
Kunal Kotkar
Kelly Jiang
Meghana Bhimreddy
Daniel Davidar
...
Ian Suk
Jennifer Son
Nicholas Theodore
Nitish Thakor
A. Manbachi
43
1
0
24 Sep 2024
Layer-wise Model Merging for Unsupervised Domain Adaptation in
  Segmentation Tasks
Layer-wise Model Merging for Unsupervised Domain Adaptation in Segmentation Tasks
Roberto Alcover-Couso
Juan C. Sanmiguel
Marcos Escudero-Viñolo
Jose M. Martínez
FedML
MoMe
28
1
0
24 Sep 2024
DIAL: Dense Image-text ALignment for Weakly Supervised Semantic
  Segmentation
DIAL: Dense Image-text ALignment for Weakly Supervised Semantic Segmentation
Soojin Jang
Jungmin Yun
Junehyoung Kwon
Eunju Lee
Youngbin Kim
40
3
0
24 Sep 2024
The BRAVO Semantic Segmentation Challenge Results in UNCV2024
The BRAVO Semantic Segmentation Challenge Results in UNCV2024
Tuan-Hung Vu
Eduardo Valle
Andrei Bursuc
Tommie Kerssies
Daan de Geus
...
Michael J. Smith
F. Ferrie
Shamik Basu
Christos Sakaridis
Luc Van Gool
UQCV
VLM
41
3
0
23 Sep 2024
Generalizing monocular colonoscopy image depth estimation by
  uncertainty-based global and local fusion network
Generalizing monocular colonoscopy image depth estimation by uncertainty-based global and local fusion network
Sijia Du
Chengfeng Zhou
Suncheng Xiang
Jianwei Xu
Dahong Qian
MedIm
MDE
39
0
0
23 Sep 2024
Window-based Channel Attention for Wavelet-enhanced Learned Image
  Compression
Window-based Channel Attention for Wavelet-enhanced Learned Image Compression
Heng Xu
Bowen Hai
Yushun Tang
Zhihai He
23
0
0
21 Sep 2024
DS2TA: Denoising Spiking Transformer with Attenuated Spatiotemporal
  Attention
DS2TA: Denoising Spiking Transformer with Attenuated Spatiotemporal Attention
Boxun Xu
Hejia Geng
Yuxuan Yin
Peng Li
AI4TS
31
0
0
20 Sep 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With A Affine Transformation Contrastive Learning
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With A Affine Transformation Contrastive Learning
Wenhui Diao
Haichen Yu
Kaiyue Kang
Tong Ling
Di Liu
...
Hanbo Bi
Libo Ren
Xuexue Li
Yongqiang Mao
Xian Sun
37
1
0
20 Sep 2024
Exploiting Minority Pseudo-Labels for Semi-Supervised Semantic
  Segmentation in Autonomous Driving
Exploiting Minority Pseudo-Labels for Semi-Supervised Semantic Segmentation in Autonomous Driving
Yuting Hong
Hui Xiao
Huazheng Hao
Xiaojie Qiu
Baochen Yao
Chengbin Peng
34
0
0
19 Sep 2024
BAFNet: Bilateral Attention Fusion Network for Lightweight Semantic
  Segmentation of Urban Remote Sensing Images
BAFNet: Bilateral Attention Fusion Network for Lightweight Semantic Segmentation of Urban Remote Sensing Images
Wentao Wang
Xili Wang
SSeg
48
3
0
16 Sep 2024
SHIRE: Enhancing Sample Efficiency using Human Intuition in REinforcement Learning
SHIRE: Enhancing Sample Efficiency using Human Intuition in REinforcement Learning
Amogh Joshi
Adarsh Kosta
Kaushik Roy
OffRL
42
2
0
16 Sep 2024
GLCONet: Learning Multi-source Perception Representation for Camouflaged
  Object Detection
GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection
Yanguang Sun
Hanyu Xuan
Jian Yang
Lei Luo
ObjD
45
2
0
15 Sep 2024
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation
Hugo Porta
Emanuele Dalsasso
Diego Marcos
D. Tuia
95
0
0
14 Sep 2024
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging
Andrea Dosi
Massimo Brescia
S. Cavuoti
Mariarca DÁniello
M. D. Veneri
...
Adriano Ettari
Giuseppe Longo
Alvi Rownok
Luca Sannino
Maria Zampella
28
1
0
14 Sep 2024
ClearDepth: Enhanced Stereo Perception of Transparent Objects for
  Robotic Manipulation
ClearDepth: Enhanced Stereo Perception of Transparent Objects for Robotic Manipulation
Kaixin Bai
Huajian Zeng
Lei Zhang
Yiwen Liu
Hongli Xu
Zhaopeng Chen
Jianwei Zhang
35
1
0
13 Sep 2024
Hybrid-TTA: Continual Test-time Adaptation via Dynamic Domain Shift
  Detection
Hybrid-TTA: Continual Test-time Adaptation via Dynamic Domain Shift Detection
Hyewon Park
Hyejin Park
Jueun Ko
Dongbo Min
TTA
33
0
0
13 Sep 2024
VLTP: Vision-Language Guided Token Pruning for Task-Oriented
  Segmentation
VLTP: Vision-Language Guided Token Pruning for Task-Oriented Segmentation
Hanning Chen
Yang Ni
Wenjun Huang
Yezi Liu
SungHeon Jeong
Fei Wen
Nathaniel Bastian
Hugo Latapie
Mohsen Imani
VLM
32
4
0
13 Sep 2024
Do Vision Foundation Models Enhance Domain Generalization in Medical
  Image Segmentation?
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation?
Kerem Cekmeceli
Meva Himmetoglu
G. I. Tombak
A. Susmelj
Ertunc Erdil
E. Konukoglu
MedIm
38
2
0
12 Sep 2024
GeoCalib: Learning Single-image Calibration with Geometric Optimization
GeoCalib: Learning Single-image Calibration with Geometric Optimization
Alexander Veicht
Paul-Edouard Sarlin
Philipp Lindenberger
Marc Pollefeys
32
7
0
10 Sep 2024
EDADepth: Enhanced Data Augmentation for Monocular Depth Estimation
EDADepth: Enhanced Data Augmentation for Monocular Depth Estimation
Nischal Khanal
Shivanand Venkanna Sheshappanavar
MDE
42
0
0
10 Sep 2024
SGC-VQGAN: Towards Complex Scene Representation via Semantic Guided
  Clustering Codebook
SGC-VQGAN: Towards Complex Scene Representation via Semantic Guided Clustering Codebook
C. Ding
Chiyu Wang
Boshi Liu
Xi Guo
Weixuan Tang
Wei Yu Wu
40
0
0
09 Sep 2024
ICPR 2024 Competition on Safe Segmentation of Drive Scenes in
  Unstructured Traffic and Adverse Weather Conditions
ICPR 2024 Competition on Safe Segmentation of Drive Scenes in Unstructured Traffic and Adverse Weather Conditions
Furqan Ahmed Shaik
Sandeep Nagar
Aiswarya Maturi
Harshit Kumar Sankhla
Dibyendu Ghosh
Anshuman Majumdar
Srikanth Vidapanakal
Kunal Chaudhary
Sunny Manchanda
Girish Varma
39
0
0
09 Sep 2024
UNIT: Unifying Image and Text Recognition in One Vision Encoder
UNIT: Unifying Image and Text Recognition in One Vision Encoder
Yi Zhu
Yanpeng Zhou
Chunwei Wang
Yang Cao
Jianhua Han
Lu Hou
Hang Xu
ViT
VLM
34
4
0
06 Sep 2024
LMLT: Low-to-high Multi-Level Vision Transformer for Image
  Super-Resolution
LMLT: Low-to-high Multi-Level Vision Transformer for Image Super-Resolution
Jeongsoo Kim
Jongho Nang
Junsuk Choe
ViT
24
4
0
05 Sep 2024
UV-Mamba: A DCN-Enhanced State Space Model for Urban Village Boundary
  Identification in High-Resolution Remote Sensing Images
UV-Mamba: A DCN-Enhanced State Space Model for Urban Village Boundary Identification in High-Resolution Remote Sensing Images
Lulin Li
Ben Chen
Xuechao Zou
Junliang Xing
Pin Tao
Mamba
50
1
0
05 Sep 2024
Visual Prompting in Multimodal Large Language Models: A Survey
Visual Prompting in Multimodal Large Language Models: A Survey
Junda Wu
Zhehao Zhang
Yu Xia
Xintong Li
Zhaoyang Xia
...
Subrata Mitra
Dimitris N. Metaxas
Lina Yao
Jingbo Shang
Julian McAuley
VLM
LRM
56
12
0
05 Sep 2024
iSeg: An Iterative Refinement-based Framework for Training-free
  Segmentation
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation
Lin Sun
Jiale Cao
J. Xie
F. Khan
Yanwei Pang
DiffM
43
1
0
05 Sep 2024
Hybrid-Segmentor: A Hybrid Approach to Automated Fine-Grained Crack
  Segmentation in Civil Infrastructure
Hybrid-Segmentor: A Hybrid Approach to Automated Fine-Grained Crack Segmentation in Civil Infrastructure
June Moh Goo
Xenios Milidonis
Alessandro Artusi
Jan Boehm
Carlo Ciliberto
29
4
0
04 Sep 2024
iConFormer: Dynamic Parameter-Efficient Tuning with Input-Conditioned Adaptation
iConFormer: Dynamic Parameter-Efficient Tuning with Input-Conditioned Adaptation
Hayeon Jo
Hyesong Choi
Minhee Cho
Dongbo Min
41
1
0
04 Sep 2024
Collaborative Learning for Enhanced Unsupervised Domain Adaptation
Collaborative Learning for Enhanced Unsupervised Domain Adaptation
Minhee Cho
Hyesong Choi
Hayeon Jo
Dongbo Min
27
1
0
04 Sep 2024
LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial
  Attention, and Focal Modulation
LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation
Hamza Farooq
Zuhair Zafar
Ahsan Saadat
Tariq M Khan
Shahzaib Iqbal
Imran Razzak
53
3
0
03 Sep 2024
From Pixels to Objects: A Hierarchical Approach for Part and Object
  Segmentation Using Local and Global Aggregation
From Pixels to Objects: A Hierarchical Approach for Part and Object Segmentation Using Local and Global Aggregation
Yunfei Xie
Cihang Xie
Alan Yuille
Jieru Mei
OCL
49
0
0
02 Sep 2024
SOOD-ImageNet: a Large-Scale Dataset for Semantic Out-Of-Distribution
  Image Classification and Semantic Segmentation
SOOD-ImageNet: a Large-Scale Dataset for Semantic Out-Of-Distribution Image Classification and Semantic Segmentation
Alberto Bacchin
Davide Allegro
Stefano Ghidoni
Emanuele Menegatti
56
1
0
02 Sep 2024
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