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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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Vision Transformer Visualization: What Neurons Tell and How Neurons Behave? Van-Anh Nguyen Khanh Pham Dinh L. Vuong Thanh-Toan Do Quan Hung Tran Dinh Q. Phung Trung Le ViT 15 2 0 14 Oct 2022
Pareto-aware Neural Architecture Generation for Diverse Computational Budgets Yong Guo Yaofo Chen Yin Zheng Qi Chen P. Zhao Jian Chen Junzhou Huang Mingkui Tan 81 5 0 14 Oct 2022
RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer Jian Wang Chen-xi Gou Qiman Wu Haocheng Feng Junyu Han Errui Ding Jingdong Wang ViT 67 103 0 13 Oct 2022
Feature-Proxy Transformer for Few-Shot Segmentation Jianwei Zhang Yifan Sun Yi Yang Wei Chen ViT 75 63 0 13 Oct 2022
DCANet: Differential Convolution Attention Network for RGB-D Semantic Segmentation Lizhi Bai Jun Yang Chunqi Tian Yaoru Sun Maoyu Mao Yanjun Xu Weirong Xu 58 10 0 13 Oct 2022
Hierarchical Instance Mixing across Domains in Aerial Segmentation Edoardo Arnaudo A. Tavera F. Dominici Carlo Masone Barbara Caputo 68 7 0 12 Oct 2022
SegViT: Semantic Segmentation with Plain Vision Transformers Bowen Zhang Zhi Tian Quan Tang Xiangxiang Chu Xiaolin K. Wei Chunhua Shen Yifan Liu ViT 95 146 0 12 Oct 2022
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners Tianyi Liu Size Hou Jiayu Zhu Zilong Zhao Haochuan Jiang MedIm 69 2 0 11 Oct 2022
EarthNets: Empowering AI in Earth Observation Zhitong Xiong Fahong Zhang Yi Wang Yilei Shi Xiao Xiang Zhu 245 74 0 10 Oct 2022
LAPFormer: A Light and Accurate Polyp Segmentation Transformer Mai Nguyen Tu Bui Quan Nguyen T. Nguyen Toan Van Pham ViT 3DV MedIm 138 4 0 10 Oct 2022
Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization Hai-Ming Xu Lingqiao Liu Qiuchen Bian Zhengeng Yang 85 73 0 10 Oct 2022
Transformer-based Flood Scene Segmentation for Developing Countries R. AhanM. Roshan Roy S. Kulkarni Vaibhav Soni Ashish Chittora ViT 33 5 0 09 Oct 2022
Coded Residual Transform for Generalizable Deep Metric Learning Shichao Kan Yixiong Liang Min Li Yigang Cen Jianxin Wang Z. He 64 3 0 09 Oct 2022
Sequential Ensembling for Semantic Segmentation Rawal Khirodkar Brandon A. Smith Siddhartha Chandra Amit Agrawal A. Criminisi 62 2 0 08 Oct 2022
Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks Yen-Cheng Liu Chih-Yao Ma Junjiao Tian Zijian He Z. Kira 160 52 0 07 Oct 2022
SynBench: Task-Agnostic Benchmarking of Pretrained Representations using Synthetic Data Ching-Yun Ko Pin-Yu Chen Jeet Mohapatra Payel Das Lucani E. Daniel 111 3 0 06 Oct 2022
Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning Donald Shenaj Eros Fani Marco Toldo Debora Caldarola A. Tavera Umberto Michieli Marco Ciccone Pietro Zanuttigh Barbara Caputo FedML 92 39 0 05 Oct 2022
Inharmonious Region Localization via Recurrent Self-Reasoning Peng Wu Li Niu Jing Liang Liqing Zhang 76 1 0 05 Oct 2022
Inharmonious Region Localization with Auxiliary Style Feature Peng Wu Li Niu Liqing Zhang 99 3 0 05 Oct 2022
GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models Chen Liang Wenguan Wang Jiaxu Miao Yi Yang VLM 98 122 0 05 Oct 2022
Bridged Transformer for Vision and Point Cloud 3D Object Detection Yikai Wang Tengqi Ye Lele Cao Wen-bing Huang Gang Hua Fengxiang He Dacheng Tao ViT 97 34 0 04 Oct 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuning Weicong Liang Yuhui Yuan Henghui Ding Xiao Luo Weihong Lin Ding Jia Zheng Zhang Chao Zhang Hanhua Hu 114 31 0 03 Oct 2022
Attention Distillation: self-supervised vision transformer students need more guidance Kai Wang Fei Yang Joost van de Weijer ViT 57 18 0 03 Oct 2022
Exploiting More Information in Sparse Point Cloud for 3D Single Object Tracking Yubo Cui Jiayao Shan Zuoxu Gu Zhiheng Li Zheng Fang 79 25 0 02 Oct 2022
A Survey on Physical Adversarial Attack in Computer Vision Donghua Wang Wen Yao Tingsong Jiang Guijian Tang Xiaoqian Chen AAML 151 39 0 28 Sep 2022
CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention Ziyu Guo Renrui Zhang Longtian Qiu Xianzheng Ma Xupeng Miao Xuming He Tengjiao Wang VLM AAML 113 118 0 28 Sep 2022
Dynamic MDETR: A Dynamic Multimodal Transformer Decoder for Visual Grounding Fengyuan Shi Ruopeng Gao Weilin Huang Limin Wang 105 28 0 28 Sep 2022
Adaptive Sparse ViT: Towards Learnable Adaptive Token Pruning by Fully Exploiting Self-Attention Xiangcheng Liu Tianyi Wu Guodong Guo ViT 129 31 0 28 Sep 2022
Diversified Dynamic Routing for Vision Tasks Botos Csaba Adel Bibi Yanwei Li Philip Torr Ser-Nam Lim MoE 105 0 0 26 Sep 2022
SAPA: Similarity-Aware Point Affiliation for Feature Upsampling Hao Lu Wenze Liu Zixuan Ye Hongtao Fu Yuliang Liu Zhiguo Cao 3DPC 104 37 0 26 Sep 2022
PicT: A Slim Weakly Supervised Vision Transformer for Pavement Distress Classification Wenhao Tang Shengyue Huang Xiaoxian Zhang Luwen Huangfu ViT 69 3 0 21 Sep 2022
Towards Robust Referring Image Segmentation Jianzong Wu Xiangtai Li Xia Li Henghui Ding Yu Tong Dacheng Tao 3DV 99 45 0 20 Sep 2022
Graph Reasoning Transformer for Image Parsing Dong Zhang Jinhui Tang Kwang-Ting Cheng ViT 66 18 0 20 Sep 2022
NeurOLight: A Physics-Agnostic Neural Operator Enabling Parametric Photonic Device Simulation Jiaqi Gu Zhengqi Gao Chenghao Feng Hanqing Zhu Ray T. Chen Duane S. Boning David Z. Pan 93 19 0 19 Sep 2022
Panoramic Vision Transformer for Saliency Detection in 360° Videos Heeseung Yun Se-Ho Lee Gunhee Kim ViT MDE 83 18 0 19 Sep 2022
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Meng-Hao Guo Chenggang Lu Qibin Hou Zheng Liu Ming-Ming Cheng Shiyong Hu SSeg ViT VLM 89 668 0 18 Sep 2022
Changer: Feature Interaction is What You Need for Change Detection Sheng Fang Kaiyu Li Zhe Li 95 178 0 17 Sep 2022
VINet: Visual and Inertial-based Terrain Classification and Adaptive Navigation over Unknown Terrain Tianrui Guan Ruitao Song Zhixian Ye Liangjun Zhang 80 11 0 16 Sep 2022
Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation Lin Chen Zhixiang Wei Xin Jin H. Chen Miao Zheng Kaikang Chen Yi-jing Jin 118 37 0 16 Sep 2022
Visual Recognition with Deep Nearest Centroids Wenguan Wang Cheng Han Tianfei Zhou Dongfang Liu 127 94 0 15 Sep 2022
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Ting-Yu Liao Ching-Hui Yang Y. Lo Kuan-Ying Lai Po-Huai Shen Youn-Long Lin 44 16 0 15 Sep 2022
Bridging Implicit and Explicit Geometric Transformation for Single-Image View Synthesis Byeongjun Park Hyojun Go Changick Kim 3DV 86 6 0 15 Sep 2022
Learning from Future: A Novel Self-Training Framework for Semantic Segmentation Ye Du Yujun Shen Haochen Wang Jingjing Fei Wei Li Liwei Wu Rui Zhao Zehua Fu Qingjie Liu 103 31 0 15 Sep 2022
Vec2Face-v2: Unveil Human Faces from their Blackbox Features via Attention-based Network in Face Recognition Thanh-Dat Truong C. Duong Ngan Le Marios Savvides Khoa Luu CVBM 101 9 0 11 Sep 2022
MCIBI++: Soft Mining Contextual Information Beyond Image for Semantic Segmentation Zhenchao Jin Dongdong Yu Zehuan Yuan Lequan Yu 152 21 0 09 Sep 2022
Multi-Granularity Prediction for Scene Text Recognition Peng Wang Cheng Da Cong Yao 136 48 0 08 Sep 2022
The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery O. Ghorbanzadeh Yonghao Xu Hengwei Zhao Junjue Wang Yanfei Zhong ... Xiao Xiang Zhu Lin Bai Wei-le Li Wei Peng Pedram Ghamisi 106 47 0 06 Sep 2022
DPIT: Dual-Pipeline Integrated Transformer for Human Pose Estimation Shuaitao Zhao Kunlin Liu Yuhang Huang Qian Bao Dan Zeng Wu Liu ViT 77 8 0 02 Sep 2022
MAFormer: A Transformer Network with Multi-scale Attention Fusion for Visual Recognition Y. Wang H. Sun Xiaodi Wang Bin Zhang Chaonan Li Ying Xin Baochang Zhang Errui Ding Shumin Han ViT 68 14 0 31 Aug 2022
Boosting Night-time Scene Parsing with Learnable Frequency Zhifeng Xie Sen Wang Ke Xu Zhizhong Zhang Xin Tan Yuan Xie Lizhuang Ma 65 23 0 30 Aug 2022