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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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Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks Danfeng Hong Bing Zhang Hao Li Yuxuan Li Jing Yao Chenyu Li Martin Werner Jocelyn Chanussote Alexander Zipf Xiaoxiang Zhu SSeg 85 359 0 26 Sep 2023
Efficient Low-rank Backpropagation for Vision Transformer Adaptation Yuedong Yang Hung-Yueh Chiang Guihong Li Diana Marculescu R. Marculescu 93 9 0 26 Sep 2023
IFT: Image Fusion Transformer for Ghost-free High Dynamic Range Imaging Hai-lin Wang Wei Li Yuanyuan Xi Jie Hu Hanting Chen Longyu Li Yun Wang 55 1 0 26 Sep 2023
Treating Motion as Option with Output Selection for Unsupervised Video Object Segmentation Suhwan Cho Minhyeok Lee Jungho Lee Myeongah Cho Seungwook Park Jaeyeob Kim Hyunsung Jang Sangyoun Lee VOS 129 2 0 26 Sep 2023
Assessment of a new GeoAI foundation model for flood inundation mapping Wenwen Li Hyunho Lee Sizhe Wang Chia-Yu Hsu S. Arundel AI4CE 57 18 0 25 Sep 2023
Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic Segmentation Quang H. Nguyen T. Vu Anh Tran Kim Dan Nguyen DiffM 119 87 0 25 Sep 2023
AsymFormer: Asymmetrical Cross-Modal Representation Learning for Mobile Platform Real-Time RGB-D Semantic Segmentation S. Du Weixi Wang R. Guo Ruisheng Wang Yibin Tian Shengjun Tang 132 17 0 25 Sep 2023
MOSAIC: Multi-Object Segmented Arbitrary Stylization Using CLIP Prajwal Ganugula Y. Kumar N. Reddy Prabhath Chellingi A. Thakur Neeraj Kasera C. S. Anand CLIP DiffM 41 3 0 24 Sep 2023
Changes-Aware Transformer: Learning Generalized Changes Representation Dan Wang Licheng Jiao Jing Chen Shuyuan Yang Fang Liu OOD AI4TS 70 1 0 24 Sep 2023
Distribution-Aware Continual Test-Time Adaptation for Semantic Segmentation Jiayin Ni Senqiao Yang Ran Xu Jiaming Liu Xiaoqi Li Wenyu Jiao Zehui Chen Yi Liu Shanghang Zhang TTA 86 8 0 24 Sep 2023
Multi-Dimensional Hyena for Spatial Inductive Bias Itamar Zimerman Lior Wolf ViT 79 4 0 24 Sep 2023
LOGICSEG: Parsing Visual Semantics with Neural Logic Learning and Reasoning Liulei Li Wenguan Wang Yi Yang NAI VLM 91 27 0 24 Sep 2023
Rewrite Caption Semantics: Bridging Semantic Gaps for Language-Supervised Semantic Segmentation Yun Xing Jian Kang Aoran Xiao Jiahao Nie Ling Shao Shijian Lu VLM 89 13 0 24 Sep 2023
ClusterFormer: Clustering As A Universal Visual Learner James Liang Yiming Cui Qifan Wang Tong Geng Wenguan Wang Dongfang Liu VLM 96 10 0 22 Sep 2023
NTO3D: Neural Target Object 3D Reconstruction with Segment Anything Xi Wei Renrui Zhang Jiarui Wu Jiaming Liu Ming Lu Yandong Guo Shanghang Zhang 70 6 0 22 Sep 2023
CINFormer: Transformer network with multi-stage CNN feature injection for surface defect segmentation Xiaoheng Jiang Kaiyi Guo Yang Lu Feng Yan Hao Liu Jiale Cao Mingliang Xu Dacheng Tao MedIm ViT UQCV 57 1 0 22 Sep 2023
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling Leon Sick Dominik Engel Pedro Hermosilla Timo Ropinski 82 8 0 21 Sep 2023
MoDA: Leveraging Motion Priors from Videos for Advancing Unsupervised Domain Adaptation in Semantic Segmentation Fei Pan Xu Yin Seokju Lee Axi Niu Sungeui Yoon In So Kweon 105 2 0 21 Sep 2023
CaveSeg: Deep Semantic Segmentation and Scene Parsing for Autonomous Underwater Cave Exploration A. Abdullah T. Barua R. Tibbetts Z. Chen M. J. Islam Ioannis M. Rekleitis 112 12 0 20 Sep 2023
RoadFormer: Duplex Transformer for RGB-Normal Semantic Road Scene Parsing Jiahang Li Yikang Zhang Peng Yun Guangliang Zhou Qijun Chen Rui Fan ViT OffRL 98 29 0 19 Sep 2023
An Empirical Study of Attention Networks for Semantic Segmentation Hao Guo Hongbiao Si Guilin Jiang Wei Zhang Zhiyan Liu Xuanyi Zhu Xulong Zhang Yang Liu 61 1 0 19 Sep 2023
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation Bo Yin Xuying Zhang Zhongyu Li Li Liu Ming-Ming Cheng Qibin Hou 88 52 0 18 Sep 2023
Spatio-temporal Co-attention Fusion Network for Video Splicing Localization Man Lin Gang Cao Zijie Lou 53 1 0 18 Sep 2023
Effective Image Tampering Localization via Enhanced Transformer and Co-attention Fusion Kun Guo Haochen Zhu Gang Cao ViT 98 14 0 17 Sep 2023
Robust Burned Area Delineation through Multitask Learning Edoardo Arnaudo Luca Barco Matteo Merlo Claudio Rossi 42 0 0 15 Sep 2023
M $^3$ Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection Yao Yuan Pan Gao Xiaoyang Tan 3DPC 91 4 0 15 Sep 2023
Temporal-aware Hierarchical Mask Classification for Video Semantic Segmentation Zhaochong An Guolei Sun Zongwei Wu Hao Tang Luc Van Gool VOS 68 5 0 14 Sep 2023
TFNet: Exploiting Temporal Cues for Fast and Accurate LiDAR Semantic Segmentation Rong Li Shijie Li Xieyuanli Chen Teli Ma Juergen Gall Junwei Liang 3DPC 73 28 0 14 Sep 2023
IBAFormer: Intra-batch Attention Transformer for Domain Generalized Semantic Segmentation Qiyu Sun Huilin Chen Meng Zheng Ziyan Wu Michael Felsberg Yang Tang 96 3 0 12 Sep 2023
$360$^\circ$ from a Single Camera: A Few-Shot Approach for LiDAR Segmentation$ 360 $^\circ$ from a Single Camera: A Few-Shot Approach for LiDAR Segmentation Laurenz Reichardt Nikolas Ebert Oliver Wasenmüller 3DPC 128 11 0 12 Sep 2023
Dynamic Visual Prompt Tuning for Parameter Efficient Transfer Learning Chunqing Ruan Hongjian Wang VLM VPVLM 63 1 0 12 Sep 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing Clifford Broni-Bediako Junshi Xia Naoto Yokoya 86 10 0 12 Sep 2023
Decoupling Common and Unique Representations for Multimodal Self-supervised Learning Yi Wang C. Albrecht Nassim Ait Ali Braham Chenying Liu Zhitong Xiong Xiaoxiang Zhu SSL 90 19 0 11 Sep 2023
MFPNet: Multi-scale Feature Propagation Network For Lightweight Semantic Segmentation Guoan Xu Wenjing Jia Tao Wu Ligeng Chen 66 0 0 10 Sep 2023
Rink-Agnostic Hockey Rink Registration Jia Cheng Shang Yuhao Chen M. Shafiee David A Clausi 24 2 0 08 Sep 2023
MMSFormer: Multimodal Transformer for Material and Semantic Segmentation Md Kaykobad Reza Ashley Prater-Bennette M. Salman Asif 167 15 0 07 Sep 2023
Towards Comparable Knowledge Distillation in Semantic Image Segmentation Onno Niemann Christopher Vox Thorben Werner VLM 78 1 0 07 Sep 2023
EGIC: Enhanced Low-Bit-Rate Generative Image Compression Guided by Semantic Segmentation Nikolai Korber Eduard Kromer Andreas Siebert S. Hauke Daniel Mueller-Gritschneder Björn Schuller DiffM VLM 96 5 0 06 Sep 2023
DCP-Net: A Distributed Collaborative Perception Network for Remote Sensing Semantic Segmentation Zhechao Wang Peirui Cheng Shujing Duan Kaiqiang Chen Zhirui Wang Xinming Li Xian Sun 60 3 0 05 Sep 2023
RADIO: Reference-Agnostic Dubbing Video Synthesis Dongyeun Lee Chaewon Kim Sangjoon Yu Jaejun Yoo Gyeong-Moon Park VGen DiffM 77 1 0 05 Sep 2023
SyntheWorld: A Large-Scale Synthetic Dataset for Land Cover Mapping and Building Change Detection Jian Song Hongruixuan Chen Naoto Yokoya 77 16 0 05 Sep 2023
SAF-IS: a Spatial Annotation Free Framework for Instance Segmentation of Surgical Tools Luca Sestini Benoit Rosa Elena De Momi G. Ferrigno N. Padoy 77 0 0 04 Sep 2023
Deep-Learning Framework for Optimal Selection of Soil Sampling Sites Tan-Hanh Pham Praneel Acharya Sravanthi Bachina Kristopher Osterloh Kim-Doang Nguyen 61 11 0 02 Sep 2023
Domain Generalization via Balancing Training Difficulty and Model Capability Xue-Qiu Jiang Jiaxing Huang Sheng Jin Shijian Lu 108 13 0 02 Sep 2023
dacl10k: Benchmark for Semantic Bridge Damage Segmentation Johannes Flotzinger Philipp J. Rösch T. Braml 21 8 0 01 Sep 2023
MuraNet: Multi-task Floor Plan Recognition with Relation Attention Lingxiao Huang Jung-Hsuan Wu Chiching Wei Wilson Li 78 2 0 01 Sep 2023
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Reza Azad Leon Niggemeier Michael Huttemann Amirhossein Kazerouni Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof MedIm 99 69 0 31 Aug 2023
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection Reza Azad Amirhossein Kazerouni Babak Azad Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof ViT MedIm 98 18 0 31 Aug 2023
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic Segmentation Johannes Kunzel Anna Hilsmann Peter Eisert 58 0 0 31 Aug 2023
IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation Weifu Fu Qiang Nie Jialin Li Yu-Hsiang Lin Kai Wu Jian Li Yabiao Wang Yang Liu Chengjie Wang 49 1 0 30 Aug 2023