Defect Transformer: An Efficient Hybrid Transformer Architecture for Surface Defect Detection

17 July 2022

Papers citing "Defect Transformer: An Efficient Hybrid Transformer Architecture for Surface Defect Detection"

28 / 28 papers shown

Title
Do Vision Transformers See Like Convolutional Neural Networks? M. Raghu Thomas Unterthiner Simon Kornblith Chiyuan Zhang Alexey Dosovitskiy ViT 98 938 0 19 Aug 2021
UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation Yunhe Gao Mu Zhou Dimitris N. Metaxas MedIm ViT 29 428 0 02 Jul 2021
Early Convolutions Help Transformers See Better Tete Xiao Mannat Singh Eric Mintun Trevor Darrell Piotr Dollár Ross B. Girshick 31 761 0 28 Jun 2021
PVT v2: Improved Baselines with Pyramid Vision Transformer Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT AI4TS 76 1,634 0 25 Jun 2021
P2T: Pyramid Pooling Transformer for Scene Understanding Yu-Huan Wu Yun-Hai Liu Xin Zhan Mingg-Ming Cheng ViT 61 221 0 22 Jun 2021
ViTAE: Vision Transformer Advanced by Exploring Intrinsic Inductive Bias Yufei Xu Qiming Zhang Jing Zhang Dacheng Tao ViT 128 333 0 07 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 116 4,934 0 31 May 2021
ResT: An Efficient Transformer for Visual Recognition Qing-Long Zhang Yubin Yang ViT 43 230 0 28 May 2021
Segmenter: Transformer for Semantic Segmentation Robin Strudel Ricardo Garcia Pinel Ivan Laptev Cordelia Schmid ViT 111 1,442 0 12 May 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 59 2,845 0 12 May 2021
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization P. Mishra Riccardo Verk Daniele Fornasier C. Piciarelli G. Foresti ViT 92 293 0 20 Apr 2021
CvT: Introducing Convolutions to Vision Transformers Haiping Wu Bin Xiao Noel Codella Mengchen Liu Xiyang Dai Lu Yuan Lei Zhang ViT 105 1,891 0 29 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 229 21,051 0 25 Mar 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 427 3,660 0 24 Feb 2021
Conditional Positional Encodings for Vision Transformers Xiangxiang Chu Zhi Tian Bo Zhang Xinlong Wang Chunhua Shen ViT 47 607 0 22 Feb 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 51 973 0 21 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 57 3,424 0 08 Feb 2021
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Sixiao Zheng Jiachen Lu Hengshuang Zhao Xiatian Zhu Zekun Luo ... Yanwei Fu Jianfeng Feng Tao Xiang Philip Torr Li Zhang ViT 104 2,872 0 31 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 234 40,217 0 22 Oct 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 237 12,847 0 26 May 2020
How Much Position Information Do Convolutional Neural Networks Encode? Md. Amirul Islam Sen Jia Neil D. B. Bruce SSL 233 346 0 22 Jan 2020
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 341 129,831 0 12 Jun 2017
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network Chao Peng Xiangyu Zhang Gang Yu G. Luo Jian Sun VLM SSeg 74 1,485 0 08 Mar 2017
Understanding the Effective Receptive Field in Deep Convolutional Neural Networks Wenjie Luo Yujia Li R. Urtasun R. Zemel HAI 59 1,789 0 15 Jan 2017
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 159 18,136 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 258 37,704 0 20 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.2K 192,638 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 989 76,547 0 18 May 2015