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Per-Pixel Classification is Not All You Need for Semantic Segmentation

Per-Pixel Classification is Not All You Need for Semantic Segmentation

13 July 2021
Bowen Cheng
Alex Schwing
Alexander Kirillov
    VLM
    ViT
ArXivPDFHTML

Papers citing "Per-Pixel Classification is Not All You Need for Semantic Segmentation"

50 / 329 papers shown
Title
SFNet: Faster and Accurate Semantic Segmentation via Semantic Flow
SFNet: Faster and Accurate Semantic Segmentation via Semantic Flow
Xiangtai Li
Jiangning Zhang
Yibo Yang
Guangliang Cheng
Kuiyuan Yang
Yu Tong
Dacheng Tao
SSeg
AI4TS
54
28
0
10 Jul 2022
Dual Decision Improves Open-Set Panoptic Segmentation
Dual Decision Improves Open-Set Panoptic Segmentation
Hainan Xu
Hao Chen
Lingqiao Liu
Yufei Yin
VLM
26
6
0
06 Jul 2022
Improving Semantic Segmentation in Transformers using Hierarchical
  Inter-Level Attention
Improving Semantic Segmentation in Transformers using Hierarchical Inter-Level Attention
Gary Leung
Jun Gao
Fangyin Wei
Sanja Fidler
21
3
0
05 Jul 2022
PhotoScene: Photorealistic Material and Lighting Transfer for Indoor
  Scenes
PhotoScene: Photorealistic Material and Lighting Transfer for Indoor Scenes
Yu-Ying Yeh
Zhengqin Li
Yannick Hold-Geoffroy
Rui Zhu
Zexiang Xu
Miloš Hašan
Kalyan Sunkavalli
Manmohan Chandraker
3DV
35
30
0
02 Jul 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary
  Algorithm
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm
Jiangning Zhang
Xiangtai Li
Yabiao Wang
Chengjie Wang
Yibo Yang
Yong Liu
Dacheng Tao
ViT
41
32
0
19 Jun 2022
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation
Qihang Yu
Huiyu Wang
Dahun Kim
Siyuan Qiao
Maxwell D. Collins
Yukun Zhu
Hartwig Adam
Alan Yuille
Liang-Chieh Chen
ViT
MedIm
34
90
0
17 Jun 2022
Learning Implicit Feature Alignment Function for Semantic Segmentation
Learning Implicit Feature Alignment Function for Semantic Segmentation
Hanzhe Hu
Yinbo Chen
Jiarui Xu
Shubhankar Borse
H. Cai
Fatih Porikli
Xinyu Wang
41
47
0
17 Jun 2022
Consistent Video Instance Segmentation with Inter-Frame Recurrent
  Attention
Consistent Video Instance Segmentation with Inter-Frame Recurrent Attention
Quanzeng You
Jiang Wang
Peng Chu
Andre Abrantes
Zicheng Liu
VOS
27
1
0
14 Jun 2022
SERE: Exploring Feature Self-relation for Self-supervised Transformer
SERE: Exploring Feature Self-relation for Self-supervised Transformer
Zhong-Yu Li
Shanghua Gao
Ming-Ming Cheng
ViT
MDE
34
14
0
10 Jun 2022
Mask DINO: Towards A Unified Transformer-based Framework for Object
  Detection and Segmentation
Mask DINO: Towards A Unified Transformer-based Framework for Object Detection and Segmentation
Feng Li
Hao Zhang
Hu-Sheng Xu
Siyi Liu
Lei Zhang
L. Ni
H. Shum
ISeg
59
368
0
06 Jun 2022
TubeFormer-DeepLab: Video Mask Transformer
TubeFormer-DeepLab: Video Mask Transformer
Dahun Kim
Jun Xie
Huiyu Wang
Siyuan Qiao
Qihang Yu
Hong-Seok Kim
Hartwig Adam
In So Kweon
Liang-Chieh Chen
ViT
MedIm
92
40
0
30 May 2022
A Survey on Long-Tailed Visual Recognition
A Survey on Long-Tailed Visual Recognition
Lu Yang
He Jiang
Q. Song
Jun Guo
27
123
0
27 May 2022
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax
Bruno Sauvalle
A. de La Fortelle
3DPC
56
12
0
26 May 2022
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes
Alexander Kolesnikov
André Susano Pinto
Lucas Beyer
Xiaohua Zhai
Jeremiah Harmsen
N. Houlsby
103
68
0
20 May 2022
HCFormer: Unified Image Segmentation with Hierarchical Clustering
HCFormer: Unified Image Segmentation with Hierarchical Clustering
Teppei Suzuki
32
0
0
20 May 2022
Guess What Moves: Unsupervised Video and Image Segmentation by
  Anticipating Motion
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion
Subhabrata Choudhury
Laurynas Karazija
Iro Laina
Andrea Vedaldi
Christian Rupprecht
OCL
VOS
108
39
0
16 May 2022
Transformer Scale Gate for Semantic Segmentation
Transformer Scale Gate for Semantic Segmentation
Hengcan Shi
Munawar Hayat
Jianfei Cai
ViT
32
22
0
14 May 2022
Weakly-supervised segmentation of referring expressions
Weakly-supervised segmentation of referring expressions
Robin Strudel
Ivan Laptev
Cordelia Schmid
22
21
0
10 May 2022
Region-level Contrastive and Consistency Learning for Semi-Supervised
  Semantic Segmentation
Region-level Contrastive and Consistency Learning for Semi-Supervised Semantic Segmentation
Jianrong Zhang
Tianyi Wu
Chuan-Yong Ding
Hongwei Zhao
Guodong Guo
ISeg
38
15
0
28 Apr 2022
Residual Mixture of Experts
Residual Mixture of Experts
Lemeng Wu
Mengchen Liu
Yinpeng Chen
Dongdong Chen
Xiyang Dai
Lu Yuan
MoE
27
36
0
20 Apr 2022
Joint Forecasting of Panoptic Segmentations with Difference Attention
Joint Forecasting of Panoptic Segmentations with Difference Attention
Colin Graber
Cyril Jazra
Wenjie Luo
Liangyan Gui
Alex Schwing
AI4TS
32
1
0
14 Apr 2022
Panoptic, Instance and Semantic Relations: A Relational Context Encoder
  to Enhance Panoptic Segmentation
Panoptic, Instance and Semantic Relations: A Relational Context Encoder to Enhance Panoptic Segmentation
Shubhankar Borse
Hyojin Park
H. Cai
Debasmit Das
Risheek Garrepalli
Fatih Porikli
ISeg
44
13
0
11 Apr 2022
Fashionformer: A simple, Effective and Unified Baseline for Human
  Fashion Segmentation and Recognition
Fashionformer: A simple, Effective and Unified Baseline for Human Fashion Segmentation and Recognition
Shilin Xu
Xiangtai Li
Jingbo Wang
Guangliang Cheng
Yunhai Tong
Dacheng Tao
ViT
28
27
0
10 Apr 2022
Learning Local and Global Temporal Contexts for Video Semantic
  Segmentation
Learning Local and Global Temporal Contexts for Video Semantic Segmentation
Guolei Sun
Yun Liu
Henghui Ding
Min Wu
Luc Van Gool
35
32
0
07 Apr 2022
Towards An End-to-End Framework for Flow-Guided Video Inpainting
Towards An End-to-End Framework for Flow-Guided Video Inpainting
Zerui Li
Cheng Lu
Jia Qin
Chunle Guo
Mingg-Ming Cheng
60
149
0
06 Apr 2022
BatchFormerV2: Exploring Sample Relationships for Dense Representation
  Learning
BatchFormerV2: Exploring Sample Relationships for Dense Representation Learning
Zhi Hou
Baosheng Yu
Chaoyue Wang
Yibing Zhan
Dacheng Tao
ViT
32
11
0
04 Apr 2022
Dynamic Focus-aware Positional Queries for Semantic Segmentation
Dynamic Focus-aware Positional Queries for Semantic Segmentation
Haoyu He
Jianfei Cai
Zizheng Pan
Jing Liu
Jing Zhang
Dacheng Tao
Bohan Zhuang
34
17
0
04 Apr 2022
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation
Zhenyu Li
Xuyang Wang
Xianming Liu
Junjun Jiang
MDE
34
192
0
03 Apr 2022
VL-InterpreT: An Interactive Visualization Tool for Interpreting
  Vision-Language Transformers
VL-InterpreT: An Interactive Visualization Tool for Interpreting Vision-Language Transformers
Estelle Aflalo
Meng Du
Shao-Yen Tseng
Yongfei Liu
Chenfei Wu
Nan Duan
Vasudev Lal
36
45
0
30 Mar 2022
Rethinking Semantic Segmentation: A Prototype View
Rethinking Semantic Segmentation: A Prototype View
Tianfei Zhou
Wenguan Wang
E. Konukoglu
Luc Van Gool
SSeg
34
260
0
28 Mar 2022
Semantic Segmentation by Early Region Proxy
Semantic Segmentation by Early Region Proxy
Yifan Zhang
Bo Pang
Cewu Lu
ViT
56
29
0
26 Mar 2022
Transformers Meet Visual Learning Understanding: A Comprehensive Review
Transformers Meet Visual Learning Understanding: A Comprehensive Review
Yuting Yang
Licheng Jiao
Xuantong Liu
F. Liu
Shuyuan Yang
Zhixi Feng
Xu Tang
ViT
MedIm
29
28
0
24 Mar 2022
Sparse Instance Activation for Real-Time Instance Segmentation
Sparse Instance Activation for Real-Time Instance Segmentation
Tianheng Cheng
Xinggang Wang
Shaoyu Chen
Wenqiang Zhang
Qian Zhang
Chang Huang
Zhaoxiang Zhang
Wenyu Liu
ISeg
33
125
0
24 Mar 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting
Unsupervised Salient Object Detection with Spectral Cluster Voting
Gyungin Shin
Samuel Albanie
Weidi Xie
31
65
0
23 Mar 2022
StructToken : Rethinking Semantic Segmentation with Structural Prior
StructToken : Rethinking Semantic Segmentation with Structural Prior
Fangjian Lin
Zhanhao Liang
Miao Zheng
Junjun He
Kaibing Chen
Sheng Tian
23
49
0
23 Mar 2022
GOSS: Towards Generalized Open-set Semantic Segmentation
GOSS: Towards Generalized Open-set Semantic Segmentation
Jie Hong
Weihong Li
Junlin Han
Jiyang Zheng
Pengfei Fang
Mehrtash Harandi
L. Petersson
VLM
32
19
0
23 Mar 2022
Focal Modulation Networks
Focal Modulation Networks
Jianwei Yang
Chunyuan Li
Xiyang Dai
Lu Yuan
Jianfeng Gao
3DPC
38
263
0
22 Mar 2022
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with
  Transformers
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers
Jiaming Zhang
Huayao Liu
Kailun Yang
Xinxin Hu
Ruiping Liu
Rainer Stiefelhagen
ViT
41
303
0
09 Mar 2022
RankSeg: Adaptive Pixel Classification with Image Category Ranking for
  Segmentation
RankSeg: Adaptive Pixel Classification with Image Category Ranking for Segmentation
Hao He
Yuhui Yuan
Xiangyu Yue
Han Hu
VOS
VLM
30
13
0
08 Mar 2022
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary
  Camera Rigs
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs
Lang Peng
Zhirong Chen
Zhang-Hua Fu
Pengpeng Liang
Erkang Cheng
54
131
0
08 Mar 2022
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic
  Segmentation with Transformers
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers
Lixiang Ru
Yibing Zhan
Baosheng Yu
Bo Du
ViT
52
181
0
05 Mar 2022
Instance Segmentation for Autonomous Log Grasping in Forestry Operations
Instance Segmentation for Autonomous Log Grasping in Forestry Operations
Jean-Michel Fortin
Olivier Gamache
Vincent Grondin
F. Pomerleau
Philippe Giguère
27
22
0
03 Mar 2022
FedDrive: Generalizing Federated Learning to Semantic Segmentation in
  Autonomous Driving
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving
Lidia Fantauzzo
Eros Fani
Debora Caldarola
A. Tavera
Fabio Cermelli
Marco Ciccone
Barbara Caputo
FedML
36
52
0
28 Feb 2022
TraSeTR: Track-to-Segment Transformer with Contrastive Query for
  Instance-level Instrument Segmentation in Robotic Surgery
TraSeTR: Track-to-Segment Transformer with Contrastive Query for Instance-level Instrument Segmentation in Robotic Surgery
Zixu Zhao
Yueming Jin
Pheng-Ann Heng
MedIm
34
46
0
17 Feb 2022
ActionFormer: Localizing Moments of Actions with Transformers
ActionFormer: Localizing Moments of Actions with Transformers
Chen-Da Liu-Zhang
Jianxin Wu
Yin Li
ViT
31
333
0
16 Feb 2022
UniFormer: Unifying Convolution and Self-attention for Visual
  Recognition
UniFormer: Unifying Convolution and Self-attention for Visual Recognition
Kunchang Li
Yali Wang
Junhao Zhang
Peng Gao
Guanglu Song
Yu Liu
Hongsheng Li
Yu Qiao
ViT
162
360
0
24 Jan 2022
Lawin Transformer: Improving Semantic Segmentation Transformer with
  Multi-Scale Representations via Large Window Attention
Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention
Haotian Yan
Chuang Zhang
Ming Wu
ViT
30
63
0
05 Jan 2022
Language as Queries for Referring Video Object Segmentation
Language as Queries for Referring Video Object Segmentation
Jiannan Wu
Yi-Xin Jiang
Pei Sun
Zehuan Yuan
Ping Luo
31
142
0
03 Jan 2022
SeMask: Semantically Masked Transformers for Semantic Segmentation
SeMask: Semantically Masked Transformers for Semantic Segmentation
Jitesh Jain
Anukriti Singh
Nikita Orlov
Zilong Huang
Jiachen Li
Steven Walton
Humphrey Shi
ViT
29
93
0
23 Dec 2021
Scaling Open-Vocabulary Image Segmentation with Image-Level Labels
Scaling Open-Vocabulary Image Segmentation with Image-Level Labels
Golnaz Ghiasi
Xiuye Gu
Huayu Chen
Nayeon Lee
VLM
47
371
0
22 Dec 2021
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