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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
Self-Supervised Vision Transformers Are Efficient Segmentation Learners for Imperfect Labels Seungho Lee Seoungyoon Kang Hyunjung Shim ViT VLM 66 0 0 23 Jan 2024
Anisotropy Is Inherent to Self-Attention in Transformers Nathan Godey Eric Villemonte de la Clergerie Benoît Sagot 76 19 0 22 Jan 2024
Cloud-based XAI Services for Assessing Open Repository Models Under Adversarial Attacks Zerui Wang Yan Liu AAML 58 2 0 22 Jan 2024
CaBuAr: California Burned Areas dataset for delineation Daniele Rege Cambrin Luca Colomba Paolo Garza 87 8 0 21 Jan 2024
S $^3$ M-Net: Joint Learning of Semantic Segmentation and Stereo Matching for Autonomous Driving Zhiyuan Wu Yi Feng Chuangwei Liu Fisher Yu Qijun Chen Rui Fan 109 13 0 21 Jan 2024
A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models Reda Bensaid Vincent Gripon Franccois Leduc-Primeau Lukas Mauch G. B. Hacene Fabien Cardinaux VLM 99 7 0 20 Jan 2024
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data Lihe Yang Bingyi Kang Zilong Huang Xiaogang Xu Jiashi Feng Hengshuang Zhao VLM 273 824 0 19 Jan 2024
HiCD: Change Detection in Quality-Varied Images via Hierarchical Correlation Distillation Chao Pang Xingxing Weng Jiang Wu Qiang Wang Gui-Song Xia 87 4 0 19 Jan 2024
A Comprehensive Survey on Deep-Learning-based Vehicle Re-Identification: Models, Data Sets and Challenges Ali Amiri Aydin Kaya A. Keçeli VLM 86 7 0 19 Jan 2024
Exploring Color Invariance through Image-Level Ensemble Learning Yunpeng Gong Jiaquan Li Lifei Chen Min Jiang 101 17 0 19 Jan 2024
Adversarial Supervision Makes Layout-to-Image Diffusion Models Thrive Yumeng Li Margret Keuper Dan Zhang Anna Khoreva DiffM 91 12 0 16 Jan 2024
Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis Zhenhui Ye Tianyun Zhong Yi Ren Jiaqi Yang Weichuang Li ... Jinglin Liu Chen Zhang Xiang Yin Zejun Ma Zhou Zhao 82 50 0 16 Jan 2024
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training Jiamin Chen Xuhong Li Yanwu Xu Jundong Li Haoyi Xiong 70 2 0 16 Jan 2024
UV-SAM: Adapting Segment Anything Model for Urban Village Identification Xin Zhang Yu Liu Yuming Lin Qingmin Liao Yong Li VLM 111 42 0 16 Jan 2024
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image Models Dan G. Jacobellis Daniel Cummings N. Yadwadkar 58 2 0 15 Jan 2024
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation Jiahui Zhong Wenhong Tian Yuanlun Xie Zhijia Liu Jie Ou Taoran Tian Lei Zhang 49 10 0 15 Jan 2024
Federated Unlearning: A Survey on Methods, Design Guidelines, and Evaluation Metrics Nicolò Romandini Alessio Mora Carlo Mazzocca R. Montanari Paolo Bellavista FedML MU 104 23 0 10 Jan 2024
MST: Adaptive Multi-Scale Tokens Guided Interactive Segmentation Long Xu Shanghong Li Yongquan Chen Jun Luo Shiwu Lai 64 0 0 09 Jan 2024
BD-MSA: Body decouple VHR Remote Sensing Image Change Detection method guided by multi-scale feature information aggregation Yonghui Tan Xiaolong Li Yishu Chen Jinquan Ai 54 3 0 09 Jan 2024
StarCraftImage: A Dataset For Prototyping Spatial Reasoning Methods For Multi-Agent Environments Sean Kulinski Nicholas R. Waytowich James Z. Hare David I. Inouye 149 3 0 09 Jan 2024
Multi-scale attention-based instance segmentation for measuring crystals with large size variation Theresa Neubauer Astrid Berg M. Wimmer Dimitrios Lenis David Major ... Gaia Romana De Paolis Johannes Novotny Daniel Lüftner Katja Reinharter Katja Bühler 33 2 0 08 Jan 2024
Fully Attentional Networks with Self-emerging Token Labeling Bingyin Zhao Zhiding Yu Shiyi Lan Yutao Cheng A. Anandkumar Yingjie Lao Jose M. Alvarez 1.0K 6 0 08 Jan 2024
ClassWise-SAM-Adapter: Parameter Efficient Fine-tuning Adapts Segment Anything to SAR Domain for Semantic Segmentation Xinyang Pu He Jia Linghao Zheng Feng Wang Feng Xu 49 0 0 04 Jan 2024
Towards Robust Semantic Segmentation against Patch-based Attack via Attention Refinement Zheng Yuan Jie Zhang Yude Wang Shiguang Shan Xilin Chen AAML 126 1 0 03 Jan 2024
S3Net: Innovating Stereo Matching and Semantic Segmentation with a Single-Branch Semantic Stereo Network in Satellite Epipolar Imagery Qingyuan Yang Guanzhou Chen Xiaoliang Tan Tong Wang Jiaqi Wang Xiaodong Zhang 23 1 0 03 Jan 2024
Context-Aware Interaction Network for RGB-T Semantic Segmentation Ying Lv Zhi Liu Gongyang Li 70 36 0 03 Jan 2024
TPC-ViT: Token Propagation Controller for Efficient Vision Transformer Wentao Zhu 88 2 0 03 Jan 2024
Accurate and Efficient Urban Street Tree Inventory with Deep Learning on Mobile Phone Imagery Asim Khan Umair Nawaz Anwaar Ulhaq Iqbal Gondal Sajid Javed 19 1 0 02 Jan 2024
Image Super-resolution Reconstruction Network based on Enhanced Swin Transformer via Alternating Aggregation of Local-Global Features Yuming Huang Yingpin Chen Changhui Wu Hanrong Xie Binhui Song Hui Wang SupR ViT 85 0 0 30 Dec 2023
HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping Xin Zhang Jinheng Xie Yuan. Yuan Michael Bi Mi Robby T. Tan VOS OCL VLM 138 4 0 29 Dec 2023
SCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation Zhengze Xu Dongyue Wu Changqian Yu Xiangxiang Chu Nong Sang Changxin Gao ViT 108 61 0 28 Dec 2023
ConstScene: Dataset and Model for Advancing Robust Semantic Segmentation in Construction Environments Maghsood Salimi Mohammad Loni Sara Afshar Antonio Cicchetti Marjan Sirjani 45 2 0 27 Dec 2023
WildScenes: A Benchmark for 2D and 3D Semantic Segmentation in Large-scale Natural Environments Kavisha Vidanapathirana Joshua Knights Stephen Hausler Mark Cox Milad Ramezani ... Ethan Griffiths Shaheer Mohamed Sridha Sridharan Clinton Fookes Peyman Moghadam 3DV 87 9 0 23 Dec 2023
Harnessing Diffusion Models for Visual Perception with Meta Prompts Qiang Wan Zilong Huang Bingyi Kang Jiashi Feng Li Zhang MDE VLM 102 16 0 22 Dec 2023
ViStripformer: A Token-Efficient Transformer for Versatile Video Restoration Fu-Jen Tsai Yan-Tsung Peng Chen-Yu Chang Chan-Yu Li Yen-Yu Lin Chung-Chi Tsai Chia-Wen Lin ViT 73 0 0 22 Dec 2023
Cross-Covariate Gait Recognition: A Benchmark Shinan Zou Chao Fan Jianbo Xiong Chuanfu Shen Shiqi Yu Jin Tang CVBM SLR 125 13 0 22 Dec 2023
Variance-insensitive and Target-preserving Mask Refinement for Interactive Image Segmentation Chaowei Fang Ziyin Zhou Junye Chen Hanjing Su Qingyao Wu Guanbin Li 62 3 0 22 Dec 2023
VCoder: Versatile Vision Encoders for Multimodal Large Language Models Jitesh Jain Jianwei Yang Humphrey Shi MLLM 76 31 0 21 Dec 2023
A Semantic Space is Worth 256 Language Descriptions: Make Stronger Segmentation Models with Descriptive Properties Junfei Xiao Ziqi Zhou Wenxuan Li Shiyi Lan Jieru Mei Zhiding Yu Alan Yuille Yuyin Zhou Cihang Xie VLM 58 1 0 21 Dec 2023
Rethinking of Feature Interaction for Multi-task Learning on Dense Prediction Jingdong Zhang Jiayuan Fan Peng Ye Bo Zhang Hancheng Ye Baopu Li Yancheng Cai Tao Chen 70 3 0 21 Dec 2023
Multi-task Learning To Improve Semantic Segmentation Of CBCT Scans Using Image Reconstruction M. Tschuchnig Julia Coste-Marin Philipp Steininger M. Gadermayr 18 4 0 20 Dec 2023
Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence Hongyuan Wang Lizhi Wang Jiang Xu Chang Chen Xue Hu Fenglong Song Youliang Yan 70 0 0 20 Dec 2023
MetaSegNet: Metadata-collaborative Vision-Language Representation Learning for Semantic Segmentation of Remote Sensing Images Libo Wang Sijun Dong Ying Chen Xiaoliang Meng Shenghui Fang Ayman Habib Songlin Fei 42 5 0 20 Dec 2023
Expediting Contrastive Language-Image Pretraining via Self-distilled Encoders Bumsoo Kim Jinhyung Kim Yeonsik Jo S. Kim VLM 98 4 0 19 Dec 2023
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation Jiaming Liu Ran Xu Senqiao Yang Renrui Zhang Qizhe Zhang Zehui Chen Yandong Guo Shanghang Zhang TTA 77 12 0 19 Dec 2023
EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question Answering Junjue Wang Zhuo Zheng Zihang Chen A. Ma Yanfei Zhong 54 24 0 19 Dec 2023
All for One, and One for All: UrbanSyn Dataset, the third Musketeer of Synthetic Driving Scenes J. L. Gómez Manuel Silva Antonio Seoane Agnes Borrás Mario Noriega Germán Ros Jose A. Iglesias-Guitian Antonio M. López 3DPC 240 13 0 19 Dec 2023
PlaNet-S: Automatic Semantic Segmentation of Placenta Shinnosuke Yamamoto Isso Saito Eichi Takaya Ayaka Harigai Tomomi Sato Tomoya Kobayashi Kei Takase Takuya Ueda 39 1 0 18 Dec 2023
MatchDet: A Collaborative Framework for Image Matching and Object Detection Jinxiang Lai Wenlong Wu Bin-Bin Gao Jun Liu Jiawei Zhan Congchong Nie Yi Zeng Chengjie Wang VLM 85 0 0 18 Dec 2023
AutoVisual Fusion Suite: A Comprehensive Evaluation of Image Segmentation and Voice Conversion Tools on HuggingFace Platform Amirreza Hashemi CVBM 19 0 0 17 Dec 2023