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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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3DRealCar: An In-the-wild RGB-D Car Dataset with 360-degree Views Xiaobiao Du Yida Wang Shuyun Wang Zhuojie Wu Hongwei Sheng ... Ming Lu Tianqing Zhu Tianqing Zhu Kun Zhan Xin Yu 3DPC 92 7 0 01 Jul 2025
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USP: Unified Self-Supervised Pretraining for Image Generation and Understanding Xiangxiang Chu Renda Li Yong Wang 254 1 0 01 Jul 2025
Stepping Out of Similar Semantic Space for Open-Vocabulary Segmentation Yong-Jin Liu SongLi Wu Sule Bai Jiahao Wang Yitong Wang Yansong Tang VLM VOS 43 0 0 19 Jun 2025
Prompt-based Dynamic Token Pruning to Guide Transformer Attention in Efficient Segmentation Pallabi Dutta Anubhab Maity S. Mitra MedIm 10 0 0 19 Jun 2025
RealDriveSim: A Realistic Multi-Modal Multi-Task Synthetic Dataset for Autonomous Driving Arpit Jadon Haoran Wang Phillip Thomas Michael Stanley S. Nathaniel Cibik Rachel Laurat Omar Maher Lukas Hoyer Ozan Unal Dengxin Dai 10 0 0 19 Jun 2025
Echo-DND: A dual noise diffusion model for robust and precise left ventricle segmentation in echocardiography Abdur Rahman Keerthiveena Balraj Manojkumar Ramteke Anurag Singh Rathore DiffM MedIm 15 0 0 18 Jun 2025
FocalClick-XL: Towards Unified and High-quality Interactive Segmentation Xi Chen Hengshuang Zhao 24 0 0 17 Jun 2025
DepthSeg: Depth prompting in remote sensing semantic segmentation Ning Zhou Shanxiong Chen Mingting Zhou Haigang Sui Lieyun Hu Han Li Li Hua Qiming Zhou VLM MDE 33 0 0 17 Jun 2025
Combining Self-attention and Dilation Convolutional for Semantic Segmentation of Coal Maceral Groups Zhenghao Xi Zhengnan Lv Yang Zheng Xiang Liu Zhuang Yu Junran Chen Jing Hu Yaqi Liu DiffM 7 0 0 15 Jun 2025
Boundary-Aware Vision Transformer for Angiography Vascular Network Segmentation Nabil Hezil Suraj Singh Vita V. Vlasova Oleg Y. Rogov Ahmed Bouridane R. Hamoudi ViT MedIm 9 0 0 15 Jun 2025
Manager: Aggregating Insights from Unimodal Experts in Two-Tower VLMs and MLLMs Xiao Xu L. Qin Wanxiang Che Min-Yen Kan MoE VLM 30 0 0 13 Jun 2025
EmbodiedGen: Towards a Generative 3D World Engine for Embodied Intelligence Wang Xinjie Liu Liu Cao Yu Wu Ruiqi Qin Wenkang Wang Dehui Sui Wei Su Zhizhong VGen LM&Ro 108 0 0 12 Jun 2025
Symmetrical Flow Matching: Unified Image Generation, Segmentation, and Classification with Score-Based Generative Models Francisco Caetano Christiaan Viviers Peter H. N. de With Fons van der Sommen DiffM 114 0 0 12 Jun 2025
Data-Efficient Challenges in Visual Inductive Priors: A Retrospective Robert-Jan Bruintjes A. Lengyel O. Kayhan Davide Zambrano Nergis Tomen Hadi Jamali Rad Jan van Gemert VLM 31 0 0 10 Jun 2025
ECMNet:Lightweight Semantic Segmentation with Efficient CNN-Mamba Network Feixiang Du Shengkun Wu Mamba 23 0 0 10 Jun 2025
Dreamland: Controllable World Creation with Simulator and Generative Models Sicheng Mo Ziyang Leng Leon Liu Weizhen Wang Honglin He Bolei Zhou VGen 10 0 0 09 Jun 2025
MedChat: A Multi-Agent Framework for Multimodal Diagnosis with Large Language Models Philip R. Liu Sparsh Bansal Jimmy Dinh Aditya Pawar Ramani Satishkumar Shail Desai Neeraj Gupta X. Wang S. Hu LM&MA 47 0 0 09 Jun 2025
KNN-Defense: Defense against 3D Adversarial Point Clouds using Nearest-Neighbor Search Nima Jamali Matina Mahdizadeh Sani Hanieh Naderi S. Kasaei AAML 3DPC 15 0 0 07 Jun 2025
Query Nearby: Offset-Adjusted Mask2Former enhances small-organ segmentation Xin Zhang Dongdong Meng Sheng Li MedIm 75 0 0 06 Jun 2025
Rethinking Semi-supervised Segmentation Beyond Accuracy: Reliability and Robustness S. Landgraf Markus Hillemann Markus Ulrich UQCV 62 0 0 06 Jun 2025
BiXFormer: A Robust Framework for Maximizing Modality Effectiveness in Multi-Modal Semantic Segmentation Jialei Chen Xu Zheng Danda Pani Paudel Luc Van Gool Hiroshi Murase Daisuke Deguchi 79 0 0 04 Jun 2025
AhaKV: Adaptive Holistic Attention-Driven KV Cache Eviction for Efficient Inference of Large Language Models Yifeng Gu Zicong Jiang Jianxiu Jin K. Guo Ziyang Zhang Xiangmin Xu 96 0 0 04 Jun 2025
A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning Zhiyu Zhang Wei Chen Youfang Lin Huaiyu Wan OffRL CLL 111 0 0 04 Jun 2025
SAAT: Synergistic Alternating Aggregation Transformer for Image Super-Resolution Jianfeng Wu Nannan Xu ViT 67 0 0 04 Jun 2025
Pan-Arctic Permafrost Landform and Human-built Infrastructure Feature Detection with Vision Transformers and Location Embeddings Amal S. Perera David Fernandez C. Witharana Elias Manos Michael Pimenta ... Yili Yang Todd Nicholson Chia-Yu Hsu Wenwen Li Guido Grosse ViT 60 0 0 03 Jun 2025
PAID: Pairwise Angular-Invariant Decomposition for Continual Test-Time Adaptation Kunyu Wang Xueyang Fu Yunfei Bao Chengjie Ge Chengzhi Cao Wei-dong Zhai Zheng-jun Zha 57 0 0 03 Jun 2025
G4Seg: Generation for Inexact Segmentation Refinement with Diffusion Models Tianjiao Zhang Fei Zhang Jiangchao Yao Ya Zhang Yanfeng Wang DiffM 80 1 0 02 Jun 2025
Quotient Network - A Network Similar to ResNet but Learning Quotients Peng Hui Jiamuyang Zhao Changxin Li Qingzhen Zhu OOD 25 0 0 01 Jun 2025
LeMoRe: Learn More Details for Lightweight Semantic Segmentation Mian Muhammad Naeem Abid Nancy Mehta Zongwei Wu Radu Timofte VLM 15 0 0 29 May 2025
MaskAdapt: Unsupervised Geometry-Aware Domain Adaptation Using Multimodal Contextual Learning and RGB-Depth Masking Numair Nadeem Muhammad Asad Saeed Anwar Abdul Bais 21 0 0 29 May 2025
Universal Domain Adaptation for Semantic Segmentation Seun-An Choe Keon-Hee Park J. Choi Gyeong-Moon Park 63 0 0 28 May 2025
S2AFormer: Strip Self-Attention for Efficient Vision Transformer Guoan Xu Wenfeng Huang Wenjing Jia Jiamao Li Guangwei Gao Guo-Jun Qi 71 0 0 28 May 2025
LlamaSeg: Image Segmentation via Autoregressive Mask Generation Jiru Deng Tengjin Weng Tianyu Yang Wenhan Luo Zhiheng Li Wenhao Jiang VLM 145 0 0 26 May 2025
Zero-Shot Pseudo Labels Generation Using SAM and CLIP for Semi-Supervised Semantic Segmentation Nagito Saito Shintaro Ito Koichi Ito T. Aoki VLM MedIm 194 0 0 26 May 2025
Eye-See-You: Reverse Pass-Through VR and Head Avatars Ankan Dash Jingyi Gu Guiling Wang Chen Chen 84 0 0 24 May 2025
MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation Libin Lan Yanxin Li Xiaojuan Liu Juan Zhou Jianxun Zhang Nannan Huang Yudong Zhang ViT MedIm 29 0 0 24 May 2025
BOTM: Echocardiography Segmentation via Bi-directional Optimal Token Matching Zhihua Liu Lei Tong Xilin He Che Liu Rossella Arcucci Chen Jin Huiyu Zhou 176 0 0 23 May 2025
Hephaestus Minicubes: A Global, Multi-Modal Dataset for Volcanic Unrest Monitoring Nikolas Papadopoulos Nikolaos Ioannis Bountos Maria Sdraka Andreas Karavias Ioannis Papoutsis 33 0 0 23 May 2025
CarboNeXT and CarboFormer: Dual Semantic Segmentation Architectures for Detecting and Quantifying Carbon Dioxide Emissions Using Optical Gas Imaging Taminul Islam Toqi Tahamid Sarker M. Embaby Khaled R Ahmed A. AbuGhazaleh 22 0 0 23 May 2025
EMRA-proxy: Enhancing Multi-Class Region Semantic Segmentation in Remote Sensing Images with Attention Proxy Yichun Yu Yuqing Lan Zhihuan Xing Xiaoyi Yang Tingyue Tang Dan Yu 33 0 0 23 May 2025
Style Transfer with Diffusion Models for Synthetic-to-Real Domain Adaptation Estelle Chigot Dennis G. Wilson Meriem Ghrib Thomas Oberlin DiffM 56 0 0 22 May 2025
Spectral-Aware Global Fusion for RGB-Thermal Semantic Segmentation Ce Zhang Zifu Wan Simon Stepputtis Katia Sycara Yaqi Xie 64 0 0 21 May 2025
From Pixels to Images: Deep Learning Advances in Remote Sensing Image Semantic Segmentation Quanwei Liu Wei Chen Yanni Dong Jiaqi Yang Wei Xiang 139 0 0 21 May 2025
EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation Zelin Zhang Tao Zhang KediLI Xu Zheng 71 0 0 20 May 2025
Intra-class Patch Swap for Self-Distillation Hongjun Choi Eun Som Jeon Ankita Shukla Pavan Turaga 64 0 0 20 May 2025
Unintended Bias in 2D+ Image Segmentation and Its Effect on Attention Asymmetry Zsófia Molnár Gergely Szabó András Horváth 48 0 0 20 May 2025
Robust Multimodal Segmentation with Representation Regularization and Hybrid Prototype Distillation Jiaqi Tan Xu Zheng Yuhang Liu 75 0 0 19 May 2025
IA-MVS: Instance-Focused Adaptive Depth Sampling for Multi-View Stereo Yinzhe Wang Yiwen Xiao Hu Wang Yiping Xu Yan Tian 3DV 104 0 0 19 May 2025
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