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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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Learning to Upsample by Learning to Sample Wenze Liu Hao Lu Hongtao Fu Zhiguo Cao SyDa 78 167 0 29 Aug 2023
Computation-efficient Deep Learning for Computer Vision: A Survey Yulin Wang Yizeng Han Chaofei Wang Shiji Song Qi Tian Gao Huang VLM 130 20 0 27 Aug 2023
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN Encoders Khaled Alrfou Tian Zhao Amir Kordijazi ViT 58 4 0 26 Aug 2023
Beyond One-to-One: Rethinking the Referring Image Segmentation Yutao Hu Qixiong Wang Wenqi Shao Enze Xie Zhenguo Li Jungong Han Ping Luo 3DV 138 42 0 26 Aug 2023
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation Bin Xia Yulun Zhang Shiyin Wang Yitong Wang Xing Wu Yapeng Tian Wenming Yang Radu Timotfe Luc Van Gool DiffM VLM 80 16 0 26 Aug 2023
Enhancing Landmark Detection in Cluttered Real-World Scenarios with Vision Transformers Mohammad Javad Rajabi Morteza Mirzai A. Nickabadi ViT 52 0 0 25 Aug 2023
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers Reza Azad Amirhossein Kazerouni Alaa Sulaiman Afshin Bozorgpour Ehsan Khodapanah Aghdam Abin Jose Dorit Merhof ViT MedIm 59 11 0 25 Aug 2023
A Re-Parameterized Vision Transformer (ReVT) for Domain-Generalized Semantic Segmentation Jan-Aike Termöhlen Tim Bartels Tim Fingscheidt ViT 65 6 0 25 Aug 2023
Boosting Semantic Segmentation from the Perspective of Explicit Class Embeddings Yuhe Liu Chuanjian Liu Kai Han Quan Tang Zengchang Qin 68 5 0 24 Aug 2023
EFormer: Enhanced Transformer towards Semantic-Contour Features of Foreground for Portraits Matting Zitao Wang Qiguang Miao Peipei Zhao Yue Xi ViT 58 2 0 24 Aug 2023
Diffuse, Attend, and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion Junjiao Tian Lavisha Aggarwal Andrea Colaco Z. Kira Mar González-Franco DiffM 108 85 0 23 Aug 2023
Diffusion-based Image Translation with Label Guidance for Domain Adaptive Semantic Segmentation Duo Peng Ping Hu Qiuhong Ke Jing Liu DiffM 79 21 0 23 Aug 2023
SG-Former: Self-guided Transformer with Evolving Token Reallocation Sucheng Ren Xingyi Yang Songhua Liu Xinchao Wang ViT 80 43 0 23 Aug 2023
Understanding Dark Scenes by Contrasting Multi-Modal Observations Xiaoyu Dong Naoto Yokoya 95 6 0 23 Aug 2023
MGMAE: Motion Guided Masking for Video Masked Autoencoding Bingkun Huang Zhiyu Zhao Guozhen Zhang Yu Qiao Limin Wang 75 36 0 21 Aug 2023
GaitPT: Skeletons Are All You Need For Gait Recognition Andy Catruna Adrian Cosma I. Radoi CVBM 101 9 0 21 Aug 2023
Spatial Transform Decoupling for Oriented Object Detection Hongtian Yu Yunjie Tian QiXiang Ye Yunfan Liu 83 29 0 21 Aug 2023
ASY-VRNet: Waterway Panoptic Driving Perception Model based on Asymmetric Fair Fusion of Vision and 4D mmWave Radar Runwei Guan Shanliang Yao Xiaohui Zhu Ka Lok Man Yong Yue Jeremy S. Smith Eng Gee Lim Yutao Yue 142 9 0 20 Aug 2023
SwinLSTM:Improving Spatiotemporal Prediction Accuracy using Swin Transformer and LSTM Song Tang Chuang Li Pufen Zhang R. Tang AI4TS 76 51 0 19 Aug 2023
LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark Lojze Žust J. Pers Matej Kristan VOS 87 18 0 18 Aug 2023
O $^2$ -Recon: Completing 3D Reconstruction of Occluded Objects in the Scene with a Pre-trained 2D Diffusion Model Yubin Hu Sheng Ye Wang Zhao Matthieu Lin Yuze He Yu-Hui Wen Ying He Yang Liu DiffM 85 4 0 18 Aug 2023
Transformer-based Detection of Microorganisms on High-Resolution Petri Dish Images Nikolas Ebert D. Stricker Oliver Wasenmüller MedIm ViT 67 5 0 18 Aug 2023
Single Frame Semantic Segmentation Using Multi-Modal Spherical Images Suresh Guttikonda J. Rambach ViT MDE 63 11 0 18 Aug 2023
Multi-scale Target-Aware Framework for Constrained Image Splicing Detection and Localization Yuxuan Tan Yuanman Li Li Zeng J. Ye Wei Wang Xia Li 44 8 0 18 Aug 2023
Diverse Cotraining Makes Strong Semi-Supervised Segmentor Yijiang Li Xinjiang Wang Lihe Yang Xue Jiang Wayne Zhang Ying Gao 84 19 0 18 Aug 2023
TeCH: Text-guided Reconstruction of Lifelike Clothed Humans Yangyi Huang Hongwei Yi Yuliang Xiu Tingting Liao Jiaxiang Tang Deng Cai Justus Thies DiffM 132 86 0 16 Aug 2023
High-Fidelity Lake Extraction via Two-Stage Prompt Enhancement: Establishing a Novel Baseline and Benchmark Ben Chen Xuechao Zou Keqin Li Yu-an Zhang Junliang Xing Pin Tao 33 1 0 16 Aug 2023
Improving Depth Gradient Continuity in Transformers: A Comparative Study on Monocular Depth Estimation with CNN Jiawei Yao Tong Wu Xiaofeng Zhang ViT MDE 108 74 0 16 Aug 2023
MEDOE: A Multi-Expert Decoder and Output Ensemble Framework for Long-tailed Semantic Segmentation Jun Shen Long Chen Kun Kuang Leilei Gan Tian Feng Wei Zhang MoE 83 0 0 16 Aug 2023
S2R: Exploring a Double-Win Transformer-Based Framework for Ideal and Blind Super-Resolution Minghao She Wendong Mao Huihong Shi Zhongfeng Wang ViT 56 0 0 16 Aug 2023
Graph-Segmenter: Graph Transformer with Boundary-aware Attention for Semantic Segmentation Zizhang Wu Yuanzhu Gan Tianhao Xu Fan Wang ViT 62 8 0 15 Aug 2023
Large-kernel Attention for Efficient and Robust Brain Lesion Segmentation Liam Chalcroft Ruben Lourencco Pereira Mikael Brudfors Andrew S. Kayser M. D’Esposito Cathy J. Price Ioannis Pappas John Ashburner ViT 3DV MedIm 81 8 0 14 Aug 2023
Isomer: Isomerous Transformer for Zero-shot Video Object Segmentation Yichen Yuan Yifan Wang Lijun Wang Xiaoqi Zhao Huchuan Lu Yu Wang Wei Su Lei Zhang VOS 83 11 0 13 Aug 2023
Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges Jiajia Li Mingle Xu Lirong Xiang Dong Chen Weichao Zhuang Xunyuan Yin Zhao Li 117 3 0 13 Aug 2023
Seed Feature Maps-based CNN Models for LEO Satellite Remote Sensing Services Zhichao Lu Chuntao Ding Shangguang Wang Ran Cheng Felix Juefei Xu Vishnu Boddeti VLM 53 5 0 12 Aug 2023
R2S100K: Road-Region Segmentation Dataset For Semi-Supervised Autonomous Driving in the Wild M. A. Butt Hassan Ali Adnan Qayyum Waqas Sultani Ala I. Al-Fuqaha Junaid Qadir AI4TS 83 2 0 11 Aug 2023
Vision Backbone Enhancement via Multi-Stage Cross-Scale Attention Liang Shang Yanli Liu Zhengyang Lou Shuxue Quan N. Adluru Bochen Guan W. Sethares 99 2 0 10 Aug 2023
The Multi-modality Cell Segmentation Challenge: Towards Universal Solutions Jun Ma Ronald Xie Shamini Ayyadhury Cheng Ge Anubha Gupta ... Beth A. Cimini C. Zuo Oscar Bruck Gary D. Bader Bohui Wang VLM 76 43 0 10 Aug 2023
SegDA: Maximum Separable Segment Mask with Pseudo Labels for Domain Adaptive Semantic Segmentation Anant Khandelwal 84 1 0 10 Aug 2023
FrozenRecon: Pose-free 3D Scene Reconstruction with Frozen Depth Models Guangkai Xu Wei Yin Hao Chen Chunhua Shen Kai-Sheng Cheng Fengshang Zhao 97 15 0 10 Aug 2023
Category Feature Transformer for Semantic Segmentation Quan Tang Chuanjian Liu Fagui Liu Yifan Liu Jun Jiang Bowen Zhang Kai Han Yunhe Wang ViT 101 2 0 10 Aug 2023
Look at the Neighbor: Distortion-aware Unsupervised Domain Adaptation for Panoramic Semantic Segmentation Xueye Zheng Tianbo Pan Yuan Luo Lin Wang 58 28 0 10 Aug 2023
TCSloT: Text Guided 3D Context and Slope Aware Triple Network for Dental Implant Position Prediction Xinquan Yang Jinheng Xie Xuechen Li Xuguang Li Linlin Shen Yongqiang Deng 91 3 0 10 Aug 2023
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation Lei Zhu Hangzhou He Xinliang Zhang Qian Chen Shuang Zeng Qiu-Ping Ren Yanye Lu 67 2 0 09 Aug 2023
LEFormer: A Hybrid CNN-Transformer Architecture for Accurate Lake Extraction from Remote Sensing Imagery Ben Chen Xuechao Zou Yu-an Zhang Jiayu Li Kaihang Li Junliang Xing Pin Tao ViT 52 12 0 08 Aug 2023
Unifying Two-Stream Encoders with Transformers for Cross-Modal Retrieval Yi Bin Haoxuan Li Yahui Xu Xing Xu Yang Yang Heng Tao Shen VOS 64 19 0 08 Aug 2023
All-pairs Consistency Learning for Weakly Supervised Semantic Segmentation Weixuan Sun Yanhao Zhang Zhen Qin Zheyuan Liu Lin Cheng Fanyi Wang Yiran Zhong Nick Barnes ViT 65 4 0 08 Aug 2023
PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation Zhu Liu Jinyuan Liu Ben-xi Zhang Long Ma Xin-Yue Fan Risheng Liu AAML 94 41 0 08 Aug 2023
Recurrent Multi-scale Transformer for High-Resolution Salient Object Detection Xin Deng Pingping Zhang Wei Liu Huchuan Lu ViT 68 20 0 07 Aug 2023
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model Babak Azad A. Abdalla Kwanghee Won A. M. Nafchi MedIm 54 3 0 07 Aug 2023