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SCTNet: Single-Branch CNN with Transformer Semantic Information for
  Real-Time Segmentation
v1v2 (latest)

SCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation

28 December 2023
Zhengze Xu
Dongyue Wu
Changqian Yu
Xiangxiang Chu
Nong Sang
Changxin Gao
    ViT
ArXiv (abs)PDFHTMLGithub (274★)

Papers citing "SCTNet: Single-Branch CNN with Transformer Semantic Information for Real-Time Segmentation"

30 / 30 papers shown
Title
A Good Student is Cooperative and Reliable: CNN-Transformer
  Collaborative Learning for Semantic Segmentation
A Good Student is Cooperative and Reliable: CNN-Transformer Collaborative Learning for Semantic Segmentation
Jinjing Zhu
Yuan Luo
Xueye Zheng
Hao Wang
Lin Wang
50
35
0
24 Jul 2023
SegViT: Semantic Segmentation with Plain Vision Transformers
SegViT: Semantic Segmentation with Plain Vision Transformers
Bowen Zhang
Zhi Tian
Quan Tang
Xiangxiang Chu
Xiaolin K. Wei
Chunhua Shen
Yifan Liu
ViT
73
142
0
12 Oct 2022
SegNeXt: Rethinking Convolutional Attention Design for Semantic
  Segmentation
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation
Meng-Hao Guo
Chenggang Lu
Qibin Hou
Zheng Liu
Ming-Ming Cheng
Shiyong Hu
SSegViTVLM
76
653
0
18 Sep 2022
Locality Guidance for Improving Vision Transformers on Tiny Datasets
Locality Guidance for Improving Vision Transformers on Tiny Datasets
Kehan Li
Runyi Yu
Zhennan Wang
Li-ming Yuan
Guoli Song
Jie Chen
ViT
57
46
0
20 Jul 2022
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID
  Controllers
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers
Jiacong Xu
Zixiang Xiong
S. Bhattacharyya
64
257
0
04 Jun 2022
TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation
TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation
Wenqiang Zhang
Zilong Huang
Guozhong Luo
Tao Chen
Xinggang Wang
Wenyu Liu
Gang Yu
Chunhua Shen
ViT
108
208
0
12 Apr 2022
SegFormer: Simple and Efficient Design for Semantic Segmentation with
  Transformers
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
Enze Xie
Wenhai Wang
Zhiding Yu
Anima Anandkumar
J. Álvarez
Ping Luo
ViT
319
5,072
0
31 May 2021
Beyond Self-attention: External Attention using Two Linear Layers for
  Visual Tasks
Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks
Meng-Hao Guo
Zheng-Ning Liu
Tai-Jiang Mu
Shimin Hu
64
496
0
05 May 2021
Twins: Revisiting the Design of Spatial Attention in Vision Transformers
Twins: Revisiting the Design of Spatial Attention in Vision Transformers
Xiangxiang Chu
Zhi Tian
Yuqing Wang
Bo Zhang
Haibing Ren
Xiaolin K. Wei
Huaxia Xia
Chunhua Shen
ViT
84
1,027
0
28 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
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
467
21,603
0
25 Mar 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction
  without Convolutions
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
535
3,740
0
24 Feb 2021
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective
  with Transformers
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
194
2,911
0
31 Dec 2020
Training data-efficient image transformers & distillation through
  attention
Training data-efficient image transformers & distillation through attention
Hugo Touvron
Matthieu Cord
Matthijs Douze
Francisco Massa
Alexandre Sablayrolles
Hervé Jégou
ViT
389
6,805
0
23 Dec 2020
Semantic Flow for Fast and Accurate Scene Parsing
Semantic Flow for Fast and Accurate Scene Parsing
Xiangtai Li
Ansheng You
Zhen Zhu
Houlong Zhao
Maoke Yang
Kuiyuan Yang
Yunhai Tong
SSeg
91
358
0
24 Feb 2020
CCNet: Criss-Cross Attention for Semantic Segmentation
CCNet: Criss-Cross Attention for Semantic Segmentation
Zilong Huang
Xinggang Wang
Yunchao Wei
Lichao Huang
Humphrey Shi
Wenyu Liu
Chang Huang
VOS
212
2,552
0
28 Nov 2018
Dual Attention Network for Scene Segmentation
Dual Attention Network for Scene Segmentation
J. Fu
Qingbin Liu
Haijie Tian
Yong Li
Yongjun Bao
Zhiwei Fang
Hanqing Lu
SSeg
324
5,114
0
09 Sep 2018
OCNet: Object Context Network for Scene Parsing
OCNet: Object Context Network for Scene Parsing
Yuhui Yuan
Lang Huang
Jianyuan Guo
Chao Zhang
Xilin Chen
Jingdong Wang
78
605
0
04 Sep 2018
BiSeNet: Bilateral Segmentation Network for Real-time Semantic
  Segmentation
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation
Changqian Yu
Jingbo Wang
Chao Peng
Changxin Gao
Gang Yu
Nong Sang
SSeg
132
2,207
0
02 Aug 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image
  Segmentation
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
Liang-Chieh Chen
Yukun Zhu
George Papandreou
Florian Schroff
Hartwig Adam
SSeg
480
13,194
0
07 Feb 2018
ICNet for Real-Time Semantic Segmentation on High-Resolution Images
ICNet for Real-Time Semantic Segmentation on High-Resolution Images
Hengshuang Zhao
Xiaojuan Qi
Xiaoyong Shen
Jianping Shi
Jiaya Jia
SSeg
89
1,415
0
27 Apr 2017
COCO-Stuff: Thing and Stuff Classes in Context
COCO-Stuff: Thing and Stuff Classes in Context
Holger Caesar
J. Uijlings
V. Ferrari
142
1,396
0
12 Dec 2016
Pyramid Scene Parsing Network
Pyramid Scene Parsing Network
Hengshuang Zhao
Jianping Shi
Xiaojuan Qi
Xiaogang Wang
Jiaya Jia
VOSSSeg
665
12,035
0
04 Dec 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic
  Segmentation
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation
Guosheng Lin
Anton Milan
Chunhua Shen
Ian Reid
AI4TSSSeg
273
2,851
0
20 Nov 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image
  Segmentation
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation
Fausto Milletari
Nassir Navab
Seyed-Ahmad Ahmadi
245
8,722
0
15 Jun 2016
ENet: A Deep Neural Network Architecture for Real-Time Semantic
  Segmentation
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation
Adam Paszke
Abhishek Chaurasia
Sangpil Kim
Eugenio Culurciello
SSeg
324
2,084
0
07 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets,
  Atrous Convolution, and Fully Connected CRFs
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
270
18,284
0
02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation
Fully Convolutional Networks for Semantic Segmentation
Evan Shelhamer
Jonathan Long
Trevor Darrell
VOSSSeg
747
37,895
0
20 May 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding
The Cityscapes Dataset for Semantic Urban Scene Understanding
Marius Cordts
Mohamed Omran
Sebastian Ramos
Timo Rehfeld
Markus Enzweiler
Rodrigo Benenson
Uwe Franke
Stefan Roth
Bernt Schiele
1.1K
11,654
0
06 Apr 2016
Batch Normalization: Accelerating Deep Network Training by Reducing
  Internal Covariate Shift
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Sergey Ioffe
Christian Szegedy
OOD
467
43,347
0
11 Feb 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully
  Connected CRFs
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs
Liang-Chieh Chen
George Papandreou
Iasonas Kokkinos
Kevin Patrick Murphy
Alan Yuille
SSeg
206
4,898
0
22 Dec 2014
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