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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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Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave Radar Runwei Guan Shanliang Yao Xiaohui Zhu Ka Lok Man Eng Gee Lim Jeremy S. Smith Yong 0001Yue Yutao Yue VOS 82 18 0 14 Jul 2023
WaterScenes: A Multi-Task 4D Radar-Camera Fusion Dataset and Benchmarks for Autonomous Driving on Water Surfaces Shanliang Yao Runwei Guan Zhaodong Wu Yi Ni Zile Huang ... H. Seo Ka Lok Man Jieming Ma Xiaohui Zhu Yutao Yue 110 24 0 13 Jul 2023
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation N. Thuan Nguyen Thi Oanh N. T. Thuy Stuart W. Perry D. V. Sang ViT MedIm 75 5 0 12 Jul 2023
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis Pham Vu Hung N. Manh Nguyen Thi Oanh N. T. Thuy D. V. Sang ViT MedIm 64 3 0 12 Jul 2023
A Hierarchical Transformer Encoder to Improve Entire Neoplasm Segmentation on Whole Slide Image of Hepatocellular Carcinoma Zhuxian Guo Qitong Wang Henning Muller Themis Palpanas Nicolas Loménie Camille Kurtz ViT MedIm 25 3 0 11 Jul 2023
Test-Time Training on Video Streams Renhao Wang Yu Sun Yossi Gandelsman Xinlei Chen Alexei A. Efros Alexei A. Efros Xiaolong Wang TTA ViT 3DGS 149 21 0 11 Jul 2023
Transfer Learning of Semantic Segmentation Methods for Identifying Buried Archaeological Structures on LiDAR Data Gregory Sech Paolo Soleni Wouter B. Verschoof-van der Vaart vZiga Kokalj Arianna Traviglia M. Fiorucci 33 1 0 07 Jul 2023
General-Purpose Multimodal Transformer meets Remote Sensing Semantic Segmentation Nhi Kieu Kien Nguyen Sridha Sridharan Clinton Fookes ViT 48 4 0 07 Jul 2023
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification Yongcan Yu Lijun Sheng Ran He Jian Liang OOD VLM TTA 62 15 0 06 Jul 2023
DeSRA: Detect and Delete the Artifacts of GAN-based Real-World Super-Resolution Models Liangbin Xie Xintao Wang Xiangyu Chen Gengyan Li Ying Shan Jiantao Zhou Chao Dong 104 29 0 05 Jul 2023
RADiff: Controllable Diffusion Models for Radio Astronomical Maps Generation Renato Sortino T. Cecconello A. DeMarco G. Fiameni Andrea Pilzer ... E. Sciacca A. Ingallinera C. Bordiu F. Bufano C. Spampinato DiffM 52 2 0 05 Jul 2023
Interactive Image Segmentation with Cross-Modality Vision Transformers Kun Li G. Vosselman M. Yang ViT 75 4 0 05 Jul 2023
Prompting Diffusion Representations for Cross-Domain Semantic Segmentation R. Gong Martin Danelljan Hanqi Sun Julio Mangas Luc Van Gool DiffM VLM 99 24 0 05 Jul 2023
MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets Siyi Du Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi ViT 77 20 0 05 Jul 2023
Line Graphics Digitization: A Step Towards Full Automation Omar Moured Jiaming Zhang Alina Roitberg Thorsten Schwarz Rainer Stiefelhagen 40 5 0 05 Jul 2023
Learning to Augment: Hallucinating Data for Domain Generalized Segmentation Qiyu Sun Pavlo Melnyk Michael Felsberg Yang Tang 120 0 0 04 Jul 2023
Tomato Maturity Recognition with Convolutional Transformers Asim Khan Taimur Hassan Muhammad Shafay Israa Fahmy Naoufel Werghi Seneviratne Mudigansalage Irfan Hussain ViT 69 26 0 04 Jul 2023
AVSegFormer: Audio-Visual Segmentation with Transformer Sheng Gao Zhe Chen Guo Chen Wenhai Wang Tong Lu VOS 113 52 0 03 Jul 2023
TomatoDIFF: On-plant Tomato Segmentation with Denoising Diffusion Models Marija Ivanovska Vitomir Štruc J. Pers DiffM 85 3 0 03 Jul 2023
Learning Degradation-Independent Representations for Camera ISP Pipelines Yanhui Guo Fangzhou Luo Xiaolin Wu 62 6 0 03 Jul 2023
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain Generalization Yumeng Li Dan Zhang Margret Keuper Anna Khoreva 114 11 0 02 Jul 2023
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation Qi Bi Shaodi You Theo Gevers ViT 193 43 0 01 Jul 2023
Stitched ViTs are Flexible Vision Backbones Zizheng Pan Jing Liu Haoyu He Jianfei Cai Bohan Zhuang 53 3 0 30 Jun 2023
Transformers in Healthcare: A Survey Subhash Nerella S. Bandyopadhyay Jiaqing Zhang Miguel Contreras Scott Siegel ... Jessica Sena B. Shickel A. Bihorac Kia Khezeli Parisa Rashidi MedIm AI4CE 96 36 0 30 Jun 2023
Detection-segmentation convolutional neural network for autonomous vehicle perception Maciej Baczmanski Robert Synoczek Mateusz Wasala T. Kryjak 56 0 0 30 Jun 2023
ReMaX: Relaxing for Better Training on Efficient Panoptic Segmentation Shuyang Sun Weijun Wang Qihang Yu Andrew G. Howard Philip Torr Liang-Chieh Chen 103 15 0 29 Jun 2023
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification Tao Wang Xinlin Zhang Yuanbo Zhou Junlin Lan T. Tan Min Du Qinquan Gao Tong Tong 54 0 0 29 Jun 2023
No-Service Rail Surface Defect Segmentation via Normalized Attention and Dual-scale Interaction Gongyang Li Chengjun Han Zhi Liu 56 11 0 27 Jun 2023
CellViT: Vision Transformers for Precise Cell Segmentation and Classification Fabian Horst Moritz Rempe Lukas Heine C. Seibold J. Keyl ... S. Ugurel J. Siveke Barbara Grünwald Jan Egger Jens Kleesiek MedIm ViT 87 110 0 27 Jun 2023
Mutual Query Network for Multi-Modal Product Image Segmentation Yu Guo Wei Feng Zheng Zhang Xiancong Ren Yaoyu Li Jing Lv Xinshuai Zhu Zhangang Lin Jingping Shao 58 0 0 26 Jun 2023
Pseudo-Trilateral Adversarial Training for Domain Adaptive Traversability Prediction Zheng Chen Durgakant Pushp Jason M. Gregory Lantao Liu AAML 60 1 0 26 Jun 2023
Adaptive Sharpness-Aware Pruning for Robust Sparse Networks Anna Bair Hongxu Yin Maying Shen Pavlo Molchanov J. Álvarez 106 12 0 25 Jun 2023
Swin-Free: Achieving Better Cross-Window Attention and Efficiency with Size-varying Window Jinkyu Koo John Yang Le An Gwenaelle Cunha Sergio Su Inn Park ViT 57 0 0 23 Jun 2023
PromptIR: Prompting for All-in-One Blind Image Restoration Vaishnav Potlapalli Syed Waqas Zamir Salman Khan Fahad Shahbaz Khan VLM 111 95 0 22 Jun 2023
ViTEraser: Harnessing the Power of Vision Transformers for Scene Text Removal with SegMIM Pretraining Dezhi Peng Chongyu Liu Yuliang Liu Lianwen Jin DiffM 79 10 0 21 Jun 2023
TransRef: Multi-Scale Reference Embedding Transformer for Reference-Guided Image Inpainting Taorong Liu Liang Liao Delin Chen Jing Xiao Zheng Wang Chia-Wen Lin Shiníchi Satoh ViT DiffM 149 6 0 20 Jun 2023
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift Luca Franco Paolo Mandica Konstantinos Kallidromitis Devin Guillory Yu-Teng Li Trevor Darrell Fabio Galasso 130 10 0 19 Jun 2023
SegT: A Novel Separated Edge-guidance Transformer Network for Polyp Segmentation Feiyu Chen Haiping Ma Weijia Zhang ViT MedIm 89 7 0 19 Jun 2023
Enhancing Visual Domain Adaptation with Source Preparation Anirudh Ramesh Anurag Ghosh Christoph Mertz J. Schneider 71 1 0 16 Jun 2023
Listener Model for the PhotoBook Referential Game with CLIPScores as Implicit Reference Chain Shih-Lun Wu Yi-Hui Chou Liang Li 61 0 0 16 Jun 2023
Contrast, Stylize and Adapt: Unsupervised Contrastive Learning Framework for Domain Adaptive Semantic Segmentation Tianyu Li Subhankar Roy Huayi Zhou Hongtao Lu Stéphane Lathuilière 107 12 0 15 Jun 2023
Exploring the Application of Large-scale Pre-trained Models on Adverse Weather Removal Zhentao Tan Yue-bo Wu Qiankun Liu Qi Chu Le Lu Jieping Ye Nenghai Yu 95 13 0 15 Jun 2023
Generalizable One-shot Neural Head Avatar Xueting Li Shalini De Mello Sifei Liu Koki Nagano Umar Iqbal Jan Kautz 3DH 95 20 0 14 Jun 2023
Towards AGI in Computer Vision: Lessons Learned from GPT and Large Language Models Lingxi Xie Longhui Wei Xiaopeng Zhang Kaifeng Bi Xiaotao Gu Jianlong Chang Qi Tian 86 7 0 14 Jun 2023
RRSIS: Referring Remote Sensing Image Segmentation Zhenghang Yuan Lichao Mou Yuansheng Hua Xiao Xiang Zhu 126 37 0 14 Jun 2023
BPKD: Boundary Privileged Knowledge Distillation For Semantic Segmentation Liyang Liu Zihan Wang M. Phan Bowen Zhang Jinchao Ge Yifan Liu 102 10 0 13 Jun 2023
Is Anisotropy Inherent to Transformers? Nathan Godey Eric Villemonte de la Clergerie Benoît Sagot 70 4 0 13 Jun 2023
Compositor: Bottom-up Clustering and Compositing for Robust Part and Object Segmentation Ju He Jieneng Chen Ming-Xian Lin Qihang Yu Alan Yuille 96 13 0 12 Jun 2023
Controlling Text-to-Image Diffusion by Orthogonal Finetuning Zeju Qiu Wei-yu Liu Haiwen Feng Yuxuan Xue Yao Feng Zhen Liu Dan Zhang Adrian Weller Bernhard Schölkopf DiffM 126 158 0 12 Jun 2023
detrex: Benchmarking Detection Transformers Tianhe Ren Siyi Liu Feng Li Hao Zhang Ailing Zeng ... Zhaoyang Zeng Xianbiao Qi Yuhui Yuan Jianwei Yang Lei Zhang 83 14 0 12 Jun 2023