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SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers

31 May 2021

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Papers citing "SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers"

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Temporal-Spectral-Spatial Unified Remote Sensing Dense Prediction Sijie Zhao Feng Liu Xueliang Zhang Hao Chen Pengfeng Xiao Lei Bai X. Zhang Hao Chen Z. Shi W. Ouyang 54 0 0 18 May 2025
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JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation Tiancong Cheng Ying Zhang Yuxuan Liang Roger Zimmermann Zhiwen Yu Bin Guo VLM 54 0 0 15 May 2025
$SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and $\mathcal{O}(T)$ Complexity$ SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and $\mathcal{O}(T)$ Complexity Shihao Zou Qingfeng Li Wei Ji Jingjing Li Yongkui Yang Guoqi Li Chao Dong 184 0 0 15 May 2025
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A 2D Semantic-Aware Position Encoding for Vision Transformers Xi Chen Shiyang Zhou Muqi Huang Jiaxu Feng Yun Xiong ... Yize Zhang Huishuai Bao Sijia Peng Chong Li Feng Shi ViT 70 0 0 14 May 2025
A Large-scale Benchmark on Geological Fault Delineation Models: Domain Shift, Training Dynamics, Generalizability, Evaluation and Inferential Behavior Jorge Quesada Chen Zhou Prithwijit Chowdhury Mohammad Alotaibi Ahmad Mustafa Yusufjon Kumamnov Mohit Prabhushankar Ghassan AlRegib AI4CE 69 0 0 13 May 2025
MESSI: A Multi-Elevation Semantic Segmentation Image Dataset of an Urban Environment Barak Pinkovich Boaz Matalon Ehud Rivlin Hector Rotstein 68 0 0 13 May 2025
ExEBench: Benchmarking Foundation Models on Extreme Earth Events Shan Zhao Zhitong Xiong Jie Zhao Xiao Xiang Zhu 76 0 0 13 May 2025
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation Binbin Wei Yuhang Zhang Shishun Tian Muxin Liao Wei Li Wenbin Zou MDE 213 0 0 11 May 2025
MultiTaskVIF: Segmentation-oriented visible and infrared image fusion via multi-task learning Zixian Zhao Andrew Howes Xingchen Zhang 100 0 0 10 May 2025
Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization Xu Zheng Yuanhuiyi Lyu Lutao Jiang Danda Pani Paudel Luc Van Gool Xuming Hu 74 4 0 10 May 2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation Kunpeng Qiu Zhiqiang Gao Zhiying Zhou Mingjie Sun Yongxin Guo MedIm 134 0 0 09 May 2025
GeomHair: Reconstruction of Hair Strands from Colorless 3D Scans Rachmadio Noval Lazuardi Artem Sevastopolsky Egor Zakharov Matthias Niessner V. Sklyarova 3DH 96 0 0 08 May 2025
Split Matching for Inductive Zero-shot Semantic Segmentation Jialei Chen Xu Zheng Dongyue Li Chong Yi Seigo Ito D. Paudel Luc Van Gool Hiroshi Murase Daisuke Deguchi VLM 201 0 0 08 May 2025
Are Synthetic Corruptions A Reliable Proxy For Real-World Corruptions? Shashank Agnihotri David Schader Nico Sharei Mehmet Ege Kaçar Margret Keuper 183 2 0 07 May 2025
RAFT: Robust Augmentation of FeaTures for Image Segmentation Edward Humes Xiaomin Lin Uttej Kallakuri Tinoosh Mohsenin 101 0 0 07 May 2025
PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation HsiaoYuan Hsu Yuxin Peng 91 0 0 06 May 2025
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting Huawei Sun Bora Kunter Sahin Georg Stettinger Maximilian Bernhard Matthias Schubert Robert Wille 145 0 0 06 May 2025
Benchmarking Feature Upsampling Methods for Vision Foundation Models using Interactive Segmentation Volodymyr Havrylov Haiwen Huang Dan Zhang Andreas Geiger 489 0 0 04 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 98 1 0 03 May 2025
Adversarial Robustness of Deep Learning Models for Inland Water Body Segmentation from SAR Images Siddharth Kothari Srinivasan Murali Sankalp Kothari Ujjwal Verma Jaya Sreevalsan-Nair 218 0 0 03 May 2025
Rethinking RGB-Event Semantic Segmentation with a Novel Bidirectional Motion-enhanced Event Representation Zhen Yao Xiaowen Ying Mooi Choo Choo Chuah 168 0 0 02 May 2025
Pack-PTQ: Advancing Post-training Quantization of Neural Networks by Pack-wise Reconstruction Changjun Li Runqing Jiang Zhuo Song Pengpeng Yu Ye Zhang Yulan Guo MQ 141 0 0 01 May 2025
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area Delineation Daniele Rege Cambrin Luca Colomba Paolo Garza 93 0 0 28 Apr 2025
NSegment : Label-specific Deformations for Remote Sensing Image Segmentation Yechan Kim DongHo Yoon SooYeon Kim M. Jeon 157 0 0 28 Apr 2025
SRMF: A Data Augmentation and Multimodal Fusion Approach for Long-Tail UHR Satellite Image Segmentation Yulong Guo Zilun Zhang Yongheng Shang Tiancheng Zhao Shuiguang Deng Yingchun Yang Jianwei Yin 125 0 0 28 Apr 2025
Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography Tristan Manchester Adam Anders Julio Spadotto Hannah Eccleston William Beavan Hugues Arcis Brian J. Connolly 69 0 0 27 Apr 2025
Enhancing seeding efficiency using a computer vision system to monitor furrow quality in real-time Sidharth Rai Aryan Dalal Riley Slichter Ajay Sharda 98 0 0 27 Apr 2025
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning Yuanbing Ouyang Yizhuo Liang Qingpeng Li Xinfei Guo Yiming Luo Di Wu Hao Wang Yushan Pan ViT VLM 87 0 0 25 Apr 2025
Beyond Labels: Zero-Shot Diabetic Foot Ulcer Wound Segmentation with Self-attention Diffusion Models and the Potential for Text-Guided Customization Abderrachid Hamrani Daniela Leizaola Renato Sousa Jose P. Ponce Stanley Mathis David G. Armstrong Anuradha Godavarty DiffM MedIm 69 0 0 24 Apr 2025
SignX: The Foundation Model for Sign Recognition Sen Fang Chunyu Sui Hongwei Yi C. Neidle Dimitris N. Metaxas SLR 78 0 0 22 Apr 2025
Efficient Adaptation of Deep Neural Networks for Semantic Segmentation in Space Applications Leonardo Olivi Edoardo Santero Mormile Enzo Tartaglione SSeg 94 0 0 22 Apr 2025
ECViT: Efficient Convolutional Vision Transformer with Local-Attention and Multi-scale Stages Zhoujie Qian ViT 75 0 0 21 Apr 2025
Visual Consensus Prompting for Co-Salient Object Detection Jinqiao Wang Nana Yu Zihao Zhang Yahong Han 62 0 0 19 Apr 2025
Segment Any Crack: Deep Semantic Segmentation Adaptation for Crack Detection Ghodsiyeh Rostami Po-Han Chen Mahdi S. Hosseini 81 0 0 19 Apr 2025
Lightweight Road Environment Segmentation using Vector Quantization Jiyong Kwag Alper Yilmaz Charles Toth 67 0 0 19 Apr 2025
Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning Racheal Mukisa Arvind K. Bansal 41 0 0 18 Apr 2025
HDBFormer: Efficient RGB-D Semantic Segmentation with A Heterogeneous Dual-Branch Framework Shuobin Wei Zhuang Zhou Zhengan Lu Zizhao Yuan Binghua Su MDE 246 1 0 18 Apr 2025
Temporal Propagation of Asymmetric Feature Pyramid for Surgical Scene Segmentation Cheng Yuan Yutong Ban MedIm 52 0 0 18 Apr 2025
Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping Wang Liu Zhiyu Wang Xin Guo Puhong Duan Xudong Kang Shutao Li 80 0 0 18 Apr 2025
SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling Yasin Almalioglu Andrzej Kucik Geoffrey French Dafni Antotsiou Alexander Adam Cedric Archambeau 77 0 0 17 Apr 2025
SAM-Based Building Change Detection with Distribution-Aware Fourier Adaptation and Edge-Constrained Warping Yun-Cheng Li Sen Lei Yi Zhao Heng-Chao Li Jun Li Antonio J. Plaza 84 0 0 17 Apr 2025
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing Mehmet Yamaç Muhammad Numan Yousaf S. Kiranyaz Moncef Gabbouj 60 1 0 17 Apr 2025
TacoDepth: Towards Efficient Radar-Camera Depth Estimation with One-stage Fusion Yanjie Wang Jiajian Li Chaoyi Hong Ruibo Li Liusheng Sun Xiao-yang Song Zhe Wang Zhiguo Cao Guosheng Lin MDE 102 0 0 16 Apr 2025
Zooming In on Fakes: A Novel Dataset for Localized AI-Generated Image Detection with Forgery Amplification Approach Lvpan Cai Haowei Wang Jiayi Ji YanShu ZhouMen Yiwei Ma Xiaoshuai Sun Liujuan Cao Rongrong Ji ViT 84 1 0 16 Apr 2025
Remote sensing colour image semantic segmentation of trails created by large herbivorous Mammals J. Díez-Pastor Francisco Javier Gonzalez-Moya Pedro Latorre-Carmona Francisco Javier Perez-Barbería Ludmila I.Kuncheva Antonio Canepa-Oneto Alvar Arnaiz-González C. García-Osorio 281 0 0 16 Apr 2025
LightFormer: A lightweight and efficient decoder for remote sensing image segmentation Sihang Chen Lijun Yun Ziqiang Liu JianFeng Zhu Jianfei Chen Hui Wang Yueping Nie 63 0 0 15 Apr 2025