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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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Title
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation Antonín Vobecký David Hurych Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Josef Sivic 3DPC 80 21 0 21 Mar 2022
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning Xinyu Luo Jiaming Zhang Kailun Yang Alina Roitberg Kunyu Peng Rainer Stiefelhagen 55 9 0 19 Mar 2022
MatchFormer: Interleaving Attention in Transformers for Feature Matching Qing Wang Jiaming Zhang Kailun Yang Kunyu Peng Rainer Stiefelhagen ViT 110 146 0 17 Mar 2022
Towards Data-Efficient Detection Transformers Wen Wang Jing Zhang Yang Cao Yongliang Shen Dacheng Tao ViT 95 61 0 17 Mar 2022
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Yang He Weihan Liang Dongyang Zhao Hong-Yu Zhou Weifeng Ge Yizhou Yu Wenqiang Zhang ViT 98 46 0 17 Mar 2022
Hyperbolic Uncertainty Aware Semantic Segmentation Bike Chen Wei Peng Xiaofeng Cao Juha Roning UQCV 99 17 0 16 Mar 2022
WegFormer: Transformers for Weakly Supervised Semantic Segmentation Chunmeng Liu Enze Xie Wenjia Wang Wenhai Wang Guangya Li Ping Luo ViT 124 5 0 16 Mar 2022
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding Hanrong Ye Dan Xu ViT 69 90 0 15 Mar 2022
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation Runfa Chen Yu Rong Shangmin Guo Jiaqi Han Gang Hua Tingyang Xu Wenbing Huang ViT 70 20 0 15 Mar 2022
SATS: Self-Attention Transfer for Continual Semantic Segmentation Yiqiao Qiu Yixing Shen Zhuohao Sun Yanchong Zheng Xiaobin Chang Weishi Zheng Ruixuan Wang CLL 95 30 0 15 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding Xinming Zhang Yi Zhou Jungong Han Guiguang Ding Jian Sun VLM 151 554 0 13 Mar 2022
PNM: Pixel Null Model for General Image Segmentation Han Zhang Zihao Zhang Wenhao Zheng Wei Xu VLM 59 0 0 13 Mar 2022
Active Token Mixer Guoqiang Wei Zhizheng Zhang Cuiling Lan Yan Lu Zhibo Chen 57 15 0 11 Mar 2022
Visualizing and Understanding Patch Interactions in Vision Transformer Jie Ma Yalong Bai Bineng Zhong Wei Zhang Ting Yao Tao Mei ViT 54 35 0 11 Mar 2022
Representation Compensation Networks for Continual Semantic Segmentation Chang-Bin Zhang Jianqiang Xiao Xialei Liu Ying-Cong Chen Mingg-Ming Cheng SSeg CLL 105 95 0 10 Mar 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 78 519 0 09 Mar 2022
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers Jiaming Zhang Huayao Liu Kailun Yang Xinxin Hu Ruiping Liu Rainer Stiefelhagen ViT 91 332 0 09 Mar 2022
Semantic Distillation Guided Salient Object Detection Bo Xu Guanze Liu Han Huang Cheng Lu Yandong Guo 45 3 0 08 Mar 2022
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs Lang Peng Zhirong Chen Zhang-Hua Fu Pengpeng Liang Erkang Cheng 106 135 0 08 Mar 2022
CF-ViT: A General Coarse-to-Fine Method for Vision Transformer Mengzhao Chen Mingbao Lin Ke Li Yunhang Shen Yongjian Wu Chia-Wen Lin Rongrong Ji ViT 97 66 0 08 Mar 2022
Monocular Robot Navigation with Self-Supervised Pretrained Vision Transformers Miguel A. Saavedra-Ruiz Sacha Morin Liam Paull MDE ViT 62 3 0 07 Mar 2022
Stepwise Feature Fusion: Local Guides Global Jinfeng Wang Qiming Huang Feilong Tang Jia Meng Jionglong Su Sifan Song ViT MedIm 93 184 0 07 Mar 2022
$$\ell_1$DecNet+: A new architecture framework by $\ell_1$ decomposition and iteration unfolding for sparse feature segmentation$ $\ell_1$ DecNet+: A new architecture framework by $\ell_1$ decomposition and iteration unfolding for sparse feature segmentation Yumeng Ren Yiming Gao Chunlin Wu Bergen 56 3 0 05 Mar 2022
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers Lixiang Ru Yibing Zhan Baosheng Yu Bo Du ViT 103 186 0 05 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 153 51 0 03 Mar 2022
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation Jiaming Zhang Kailun Yang Chaoxiang Ma Simon Reiß Kunyu Peng Rainer Stiefelhagen ViT 129 79 0 02 Mar 2022
MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasks Gianni Franchi Xuanlong Yu Andrei Bursuc Ángel Tena Rémi Kazmierczak Séverine Dubuisson Emanuel Aldea David Filliat UQCV 90 28 0 02 Mar 2022
BlazeNeo: Blazing fast polyp segmentation and neoplasm detection N. S. An P. N. Lan D. V. Hang D. Long T. Trung N. T. Thuy D. V. Sang SSeg 76 30 0 28 Feb 2022
Learning Semantic Segmentation from Multiple Datasets with Label Shifts Dongwan Kim Yi-Hsuan Tsai Yumin Suh M. Faraki Sparsh Garg Manmohan Chandraker Bohyung Han 52 21 0 28 Feb 2022
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Lidia Fantauzzo Eros Fani Debora Caldarola A. Tavera Fabio Cermelli Marco Ciccone Barbara Caputo FedML 92 56 0 28 Feb 2022
TransKD: Transformer Knowledge Distillation for Efficient Semantic Segmentation R. Liu Kailun Yang Alina Roitberg Jiaming Zhang Kunyu Peng Huayao Liu Yaonan Wang Rainer Stiefelhagen ViT 87 38 0 27 Feb 2022
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Pooya Ashtari Diana Sima L. De Lathauwer D. Sappey-Marinier F. Maes Sabine Van Huffel ViT MedIm 79 38 0 24 Feb 2022
GroupViT: Semantic Segmentation Emerges from Text Supervision Jiarui Xu Shalini De Mello Sifei Liu Wonmin Byeon Thomas Breuel Jan Kautz Xinyu Wang ViT VLM 298 527 0 22 Feb 2022
Visual Attention Network Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 140 677 0 20 Feb 2022
An Active and Contrastive Learning Framework for Fine-Grained Off-Road Semantic Segmentation Biao Gao Xijun Zhao Huijing Zhao 94 12 0 18 Feb 2022
ActionFormer: Localizing Moments of Actions with Transformers Chen-Da Liu-Zhang Jianxin Wu Yin Li ViT 84 342 0 16 Feb 2022
Not All Patches are What You Need: Expediting Vision Transformers via Token Reorganizations Youwei Liang Chongjian Ge Zhan Tong Yibing Song Jue Wang P. Xie ViT 81 255 0 16 Feb 2022
Borrowing from yourself: Faster future video segmentation with partial channel update Evann Courdier Franccois Fleuret 57 0 0 11 Feb 2022
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings Wei Yin Yifan Liu Chunhua Shen Baichuan Sun Anton Van Den Hengel VLM 92 11 0 04 Feb 2022
Towards 3D Scene Reconstruction from Locally Scale-Aligned Monocular Video Depth Guangkai Xu Wei Yin Hao Chen Chunhua Shen Kai-Sheng Cheng Fengyu Wu Fengshang Zhao MDE 99 11 0 03 Feb 2022
TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images Jiangyun Li Wenxuan Wang Chen Chen Tianxiang Zhang Sen Zha Jing Wang Hong Yu ViT MedIm 124 25 0 30 Jan 2022
Dual-Tasks Siamese Transformer Framework for Building Damage Assessment Hongruixuan Chen Edoardo Nemni S. Vallecorsa Xi Li Chen Wu Lars Bromley ViT 78 40 0 26 Jan 2022
UniFormer: Unifying Convolution and Self-attention for Visual Recognition Kunchang Li Yali Wang Junhao Zhang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 227 382 0 24 Jan 2022
Transformer-based SAR Image Despeckling Malsha V. Perera W. G. C. Bandara Jeya Maria Jose Valanarasu Vishal M. Patel 150 41 0 23 Jan 2022
Dual-Flattening Transformers through Decomposed Row and Column Queries for Semantic Segmentation Ying Wang C. Ho Wenju Xu Ziwei Xuan Xudong Liu Guo-Jun Qi ViT 45 5 0 22 Jan 2022
Global-Local Path Networks for Monocular Depth Estimation with Vertical CutDepth Doyeon Kim Woonghyun Ka Pyunghwan Ahn Donggyu Joo S. Chun Junmo Kim MDE 79 127 0 19 Jan 2022
Boosting Robustness of Image Matting with Context Assembling and Strong Data Augmentation Yutong Dai Brian L. Price He Zhang Chunhua Shen 100 29 0 18 Jan 2022
SwinUNet3D -- A Hierarchical Architecture for Deep Traffic Prediction using Shifted Window Transformers Alabi Bojesomo Hasan Al Marzouqi P. Liatsis ViT 56 6 0 17 Jan 2022
Self-Supervised Anomaly Detection by Self-Distillation and Negative Sampling Nima Rafiee Rahil Gholamipoorfard Nikolas Adaloglou Simon Jaxy Julius Ramakers M. Kollmann OODD 34 8 0 17 Jan 2022
Pyramid Fusion Transformer for Semantic Segmentation Zipeng Qin Jianbo Liu Xiaoling Zhang Maoqing Tian Aojun Zhou Shuai Yi Hongsheng Li ViT 86 16 0 11 Jan 2022