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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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Interactive Segmentation as Gaussian Process Classification Minghao Zhou Hong Wang Qian Zhao Yuexiang Li Yawen Huang Deyu Meng Yefeng Zheng VLM 85 22 0 28 Feb 2023
Soft labelling for semantic segmentation: Bringing coherence to label down-sampling Roberto Alcover-Couso Marcos Escudero-Viñolo Juan C. Sanmiguel Jose M. Martínez 76 7 0 27 Feb 2023
Self Correspondence Distillation for End-to-End Weakly-Supervised Semantic Segmentation Rongtao Xu Changwei Wang Jiaxi Sun Shibiao Xu Weiliang Meng Xiaopeng Zhang 67 46 0 27 Feb 2023
RemoteNet: Remote Sensing Image Segmentation Network based on Global-Local Information S. Kumar Abhishek Kumar Dong-Gyu Lee 46 3 0 25 Feb 2023
TBFormer: Two-Branch Transformer for Image Forgery Localization Yaqi Liu Binbin Lv Xin Jin Xiaoyue Chen Xiaokun Zhang ViT 59 28 0 25 Feb 2023
A Convolutional Vision Transformer for Semantic Segmentation of Side-Scan Sonar Data Hayat Rajani N. Gracias Rafael García ViT 49 14 0 24 Feb 2023
VoxFormer: Sparse Voxel Transformer for Camera-based 3D Semantic Scene Completion Yiming Li Zhiding Yu Chris Choy Chaowei Xiao J. Álvarez Sanja Fidler Chen Feng Anima Anandkumar ViT 126 236 0 23 Feb 2023
Pixel Difference Convolutional Network for RGB-D Semantic Segmentation Jun Yang Lizhi Bai Yaoru Sun Chunqi Tian Maoyu Mao Guorun Wang SSeg 64 24 0 23 Feb 2023
LIT-Former: Linking In-plane and Through-plane Transformers for Simultaneous CT Image Denoising and Deblurring Zhihao Chen Chuang Niu Qi Gao Ge Wang Hongming Shan MedIm ViT 3DV 130 21 0 21 Feb 2023
Lightweight Real-time Semantic Segmentation Network with Efficient Transformer and CNN Guoan Xu Juncheng Li Guangwei Gao Huimin Lu Jian Yang Dong Yue ViT 99 67 0 21 Feb 2023
Robust Representation Learning with Self-Distillation for Domain Generalization Ankur Singh Senthilnath Jayavelu ViT OOD 63 2 0 14 Feb 2023
Stitchable Neural Networks Zizheng Pan Jianfei Cai Bohan Zhuang 91 25 0 13 Feb 2023
Do Vision and Language Models Share Concepts? A Vector Space Alignment Study Jiaang Li Yova Kementchedjhieva Constanza Fierro Anders Søgaard VLM 64 13 0 13 Feb 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 94 53 0 13 Feb 2023
Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels Zifu Wang Xuefei Ning Matthew B. Blaschko VLM 114 15 0 11 Feb 2023
Lithium Metal Battery Quality Control via Transformer-CNN Segmentation Jerome Quenum I. Zenyuk D. Ushizima MedIm 31 1 0 09 Feb 2023
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images Gary Y. Li Junyu Chen Se-In Jang Kuang Gong Quanzheng Li ViT MedIm 87 14 0 08 Feb 2023
SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation Yash J. Patel Yusheng Xie Yi Zhu Srikar Appalaraju R. Manmatha 69 4 0 07 Feb 2023
Revisiting Image Deblurring with an Efficient ConvNet Lingyan Ruan Mojtaba Bemana Hans-peter Seidel K. Myszkowski Bin Chen 71 13 0 04 Feb 2023
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks Shashank Agnihotri Steffen Jung Margret Keuper AAML 95 22 0 04 Feb 2023
X-ReID: Cross-Instance Transformer for Identity-Level Person Re-Identification Leqi Shen Tao He Yuchen Guo Guiguang Ding 101 7 0 04 Feb 2023
Semantic Diffusion Network for Semantic Segmentation Hao Hao Tan Sitong Wu Jimin Pi DiffM 97 33 0 04 Feb 2023
UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers Dachuan Shi Chaofan Tao Ying Jin Zhendong Yang Chun Yuan Jiaqi Wang VLM ViT 116 39 0 31 Jan 2023
Audio-Visual Segmentation with Semantics Jinxing Zhou Xuyang Shen Jianyuan Wang Jiayi Zhang Weixuan Sun ... Stan Birchfield Dan Guo Lingpeng Kong Meng Wang Yiran Zhong VOS 95 43 0 30 Jan 2023
Consistency Regularisation in Varying Contexts and Feature Perturbations for Semi-Supervised Semantic Segmentation of Histology Images R. M. S. Bashir Talha Qaiser S. Raza Nasir M. Rajpoot 60 14 0 30 Jan 2023
ProtoSeg: Interpretable Semantic Segmentation with Prototypical Parts Mikolaj Sacha Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski VLM 109 30 0 28 Jan 2023
AI-Based Framework for Understanding Car Following Behaviors of Drivers in A Naturalistic Driving Environment Armstrong Aboah Abdul Rashid Mussah Y. Adu-Gyamfi 71 4 0 23 Jan 2023
FlatFormer: Flattened Window Attention for Efficient Point Cloud Transformer Zhijian Liu Xinyu Yang Haotian Tang Shang Yang Song Han 99 69 0 20 Jan 2023
Model-based inexact graph matching on top of CNNs for semantic scene understanding Jérémy Chopin Jean-Baptiste Fasquel Harold Mouchère Rozenn Dahyot Isabelle Bloch 56 7 0 18 Jan 2023
Class Enhancement Losses with Pseudo Labels for Zero-shot Semantic Segmentation S. D. Dao Hengcan Shi Dinh Q. Phung Jianfei Cai VLM 59 0 0 18 Jan 2023
Long Range Pooling for 3D Large-Scale Scene Understanding Xiang-Li Li Meng-Hao Guo Tai-Jiang Mu Ralph Robert Martin Shiyong Hu 3DV 3DPC 66 2 0 17 Jan 2023
BuildSeg: A General Framework for the Segmentation of Buildings Lei Li Tian-Xu Zhang Stefan Oehmcke Fabian Gieseke Christian Igel AI4TS 72 9 0 15 Jan 2023
Self-Training Guided Disentangled Adaptation for Cross-Domain Remote Sensing Image Semantic Segmentation Qi Zhao Shuchang Lyu Binghao Liu Lijiang Chen Hongbo Zhao 133 20 0 13 Jan 2023
Semantic Segmentation via Pixel-to-Center Similarity Calculation Dongyue Wu Zi-Wen Guo Ao Li Changqian Yu Changxin Gao Nong Sang 115 2 0 12 Jan 2023
Head-Free Lightweight Semantic Segmentation with Linear Transformer B. Dong Pichao Wang Fan Wang ViT 78 75 0 11 Jan 2023
CARD: Semantic Segmentation with Efficient Class-Aware Regularized Decoder Ye Huang Di Kang Liang Chen W. Jia Xiangjian He Lixin Duan Xuefei Zhe Linchao Bao 102 4 0 11 Jan 2023
A Study on the Generality of Neural Network Structures for Monocular Depth Estimation Ji-Hoon Bae K. Hwang Sunghoon Im MDE 124 8 0 09 Jan 2023
HRTransNet: HRFormer-Driven Two-Modality Salient Object Detection Bin Tang Zhengyi Liu Yacheng Tan Qian He ViT 98 80 0 08 Jan 2023
CyberLoc: Towards Accurate Long-term Visual Localization Liu Liu Yukai Lin Xiao Liang Qichao Xu Miao Jia Yangdong Liu Yuxiang Wen Wei Luo Jiangwei Li 48 1 0 06 Jan 2023
Anchor3DLane: Learning to Regress 3D Anchors for Monocular 3D Lane Detection Shaofei Huang Zhenwei Shen Zehao Huang Zihan Ding Jiao Dai Jizhong Han Naiyan Wang Si Liu 98 55 0 06 Jan 2023
PanopticPartFormer++: A Unified and Decoupled View for Panoptic Part Segmentation Xiangtai Li Shilin Xu Yibo Yang Haobo Yuan Guangliang Cheng Yu Tong Zhouchen Lin Ming-Hsuan Yang Dacheng Tao ViT 156 21 0 03 Jan 2023
Representation Separation for Semantic Segmentation with Vision Transformers Yuanduo Hong Huihui Pan Weichao Sun Xinghu Yu Huijun Gao ViT 83 5 0 28 Dec 2022
Part-guided Relational Transformers for Fine-grained Visual Recognition Yifan Zhao Jia Li Xiaowu Chen Yonghong Tian ViT 85 37 0 28 Dec 2022
Semi-Supervised Semantic Segmentation Methods for UW-OCTA Diabetic Retinopathy Grade Assessment Zhuoyi Tan H. Madzin Zeyu Ding 31 4 0 27 Dec 2022
SMMix: Self-Motivated Image Mixing for Vision Transformers Mengzhao Chen Mingbao Lin Zhihang Lin Yuxin Zhang Chia-Wen Lin Rongrong Ji 120 11 0 26 Dec 2022
On Calibrating Semantic Segmentation Models: Analyses and An Algorithm Dongdong Wang Boqing Gong Liqiang Wang 90 27 0 22 Dec 2022
Generalized Decoding for Pixel, Image, and Language Xueyan Zou Zi-Yi Dou Jianwei Yang Zhe Gan Linjie Li ... Lu Yuan Nanyun Peng Lijuan Wang Yong Jae Lee Jianfeng Gao VLM MLLM ObjD 124 259 0 21 Dec 2022
What Makes for Good Tokenizers in Vision Transformer? Shengju Qian Yi Zhu Wenbo Li Mu Li Jiaya Jia ViT 91 14 0 21 Dec 2022
TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization Fabrizio Guillaro D. Cozzolino Avneesh Sud Nick Dufour L. Verdoliva 60 112 0 21 Dec 2022
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Feilong Tang Qingming Huang Jinfeng Wang Xianxu Hou Jionglong Su Jingxin Liu ViT MedIm 67 55 0 21 Dec 2022