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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
A. Schwing
Alexander Kirillov
    VLM
    ViT
ArXivPDFHTML

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

50 / 257 papers shown
Title
Knowledge-Informed Deep Learning for Irrigation Type Mapping from Remote Sensing
Knowledge-Informed Deep Learning for Irrigation Type Mapping from Remote Sensing
Oishee Bintey Hoque
Nibir Chandra Mandal
Abhijin Adiga
S. Swarup
S. Nouwakpo
Amanda Wilson
M. Marathe
31
0
0
13 May 2025
Split Matching for Inductive Zero-shot Semantic Segmentation
Split Matching for Inductive Zero-shot Semantic Segmentation
Jialei Chen
Xu Zheng
Dongyue Li
Chong Yi
Seigo Ito
D. Paudel
Luc Van Gool
Hiroshi Murase
Daisuke Deguchi
VLM
54
0
0
08 May 2025
A Novel WaveInst-based Network for Tree Trunk Structure Extraction and Pattern Analysis in Forest Inventory
A Novel WaveInst-based Network for Tree Trunk Structure Extraction and Pattern Analysis in Forest Inventory
Chenyang Fan
Xujie Zhu
Taige Luo
Sheng Xu
Zhulin Chen
Hongxin Yang
28
0
0
03 May 2025
Global Collinearity-aware Polygonizer for Polygonal Building Mapping in Remote Sensing
Global Collinearity-aware Polygonizer for Polygonal Building Mapping in Remote Sensing
Fahong Zhang
Yilei Shi
Xiao Xiang Zhu
43
0
0
02 May 2025
Learning a General Model: Folding Clothing with Topological Dynamics
Learning a General Model: Folding Clothing with Topological Dynamics
Yiming Liu
Lijun Han
Enlin Gu
Hesheng Wang
AI4CE
128
0
0
29 Apr 2025
Learning Streaming Video Representation via Multitask Training
Learning Streaming Video Representation via Multitask Training
Yibin Yan
Jilan Xu
Shangzhe Di
Yikun Liu
Yudi Shi
Qirui Chen
Zeqian Li
Yifei Huang
Weidi Xie
CLL
84
0
0
28 Apr 2025
Foundation Model-Driven Framework for Human-Object Interaction Prediction with Segmentation Mask Integration
Foundation Model-Driven Framework for Human-Object Interaction Prediction with Segmentation Mask Integration
Juhan Park
Kyungjae Lee
Hyung Jin Chang
Jungchan Cho
VLM
66
0
0
28 Apr 2025
Falcon: Fractional Alternating Cut with Overcoming Minima in Unsupervised Segmentation
Falcon: Fractional Alternating Cut with Overcoming Minima in Unsupervised Segmentation
Xiao Zhang
Xiangyu Han
Xiwen Lai
Yao Sun
Pei Zhang
Konrad Kording
34
0
0
08 Apr 2025
Structural and Statistical Texture Knowledge Distillation and Learning for Segmentation
Structural and Statistical Texture Knowledge Distillation and Learning for Segmentation
Deyi Ji
Feng Zhao
Hongtao Lu
Feng Wu
Jieping Ye
76
2
0
11 Mar 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation
Anzhe Cheng
Chenzhong Yin
Yu Chang
Heng Ping
Shixuan Li
Shahin Nazarian
Paul Bogdan
SSeg
86
0
0
11 Mar 2025
Is Pre-training Applicable to the Decoder for Dense Prediction?
Is Pre-training Applicable to the Decoder for Dense Prediction?
Chao Ning
Wanshui Gan
Weihao Xuan
Naoto Yokoya
48
0
0
05 Mar 2025
Boltzmann Attention Sampling for Image Analysis with Small Objects
Boltzmann Attention Sampling for Image Analysis with Small Objects
Theodore Zhao
Sid Kiblawi
Naoto Usuyama
Ho Hin Lee
Sam Preston
Hoifung Poon
Mu-Hsin Wei
MedIm
73
0
0
04 Mar 2025
QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical Images
QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical Images
Thien B. Nguyen-Tat
Hoang-An Vo
Phuoc-Sang Dang
65
0
0
17 Feb 2025
Disharmony: Forensics using Reverse Lighting Harmonization
Disharmony: Forensics using Reverse Lighting Harmonization
P. W. Shin
Jack Sampson
Vijaykrishnan Narayanan
Andres Marquez
Mahantesh Halappanavar
DiffM
46
0
0
20 Jan 2025
Region-Guided Attack on the Segment Anything Model (SAM)
Region-Guided Attack on the Segment Anything Model (SAM)
Xiaoliang Liu
F. Shen
Jian Zhao
AAML
28
0
0
03 Jan 2025
Exploiting Boundary Loss for the Hierarchical Panoptic Segmentation of Plants and Leaves
Madeleine Darbyshire
Elizabeth I. Sklar
Simon Parsons
51
0
0
03 Jan 2025
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping
Amirreza Fateh
Mohammad Reza Mohammadi
Mohammad Reza Jahed Motlagh
ViT
72
5
0
31 Dec 2024
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation
Yunxiang Fu
Meng Lou
Yizhou Yu
112
1
0
16 Dec 2024
ROSE: Revolutionizing Open-Set Dense Segmentation with Patch-Wise Perceptual Large Multimodal Model
Kunyang Han
Yibo Hu
Mengxue Qu
Hailin Shi
Yao Zhao
Y. X. Wei
MLLM
VLM
3DV
85
1
0
29 Nov 2024
Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery
Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery
Ashim Dahal
Saydul Akbar Murad
Nick Rahimi
ViT
34
1
0
14 Nov 2024
Integrated Image-Text Based on Semi-supervised Learning for Small Sample
  Instance Segmentation
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation
Ruting Chi
Zhiyi Huang
Yuexing Han
ISeg
25
0
0
21 Oct 2024
Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment
Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment
Yankai Jiang
Wenhui Lei
Xiaofan Zhang
S. Zhang
MedIm
32
2
0
21 Oct 2024
TransAgent: Transfer Vision-Language Foundation Models with
  Heterogeneous Agent Collaboration
TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent Collaboration
Yiwei Guo
Shaobin Zhuang
Kunchang Li
Yu Qiao
Yali Wang
VLM
CLIP
26
0
0
16 Oct 2024
Order-aware Interactive Segmentation
Order-aware Interactive Segmentation
Bin Wang
Anwesa Choudhuri
Meng Zheng
Zhongpai Gao
Benjamin Planche
Andong Deng
Qin Liu
Terrence Chen
Ulas Bagci
Ziyan Wu
VLM
127
1
0
16 Oct 2024
Browsing without Third-Party Cookies: What Do You See?
Browsing without Third-Party Cookies: What Do You See?
Maxwell Lin
Shihan Lin
Helen Wu
Karen Wang
Xiaowei Yang
BDL
51
8
0
14 Oct 2024
Sitcom-Crafter: A Plot-Driven Human Motion Generation System in 3D Scenes
Sitcom-Crafter: A Plot-Driven Human Motion Generation System in 3D Scenes
Jianqi Chen
Panwen Hu
Xiaojun Chang
Z. Shi
Michael C. Kampffmeyer
Xiaodan Liang
48
5
0
14 Oct 2024
COCO-OLAC: A Benchmark for Occluded Panoptic Segmentation and Image Understanding
COCO-OLAC: A Benchmark for Occluded Panoptic Segmentation and Image Understanding
Wenbo Wei
Jun Wang
Abhir Bhalerao
126
0
0
19 Sep 2024
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation
Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation
Hugo Porta
Emanuele Dalsasso
Diego Marcos
D. Tuia
93
0
0
14 Sep 2024
ICPR 2024 Competition on Safe Segmentation of Drive Scenes in
  Unstructured Traffic and Adverse Weather Conditions
ICPR 2024 Competition on Safe Segmentation of Drive Scenes in Unstructured Traffic and Adverse Weather Conditions
Furqan Ahmed Shaik
Sandeep Nagar
Aiswarya Maturi
Harshit Kumar Sankhla
Dibyendu Ghosh
Anshuman Majumdar
Srikanth Vidapanakal
Kunal Chaudhary
Sunny Manchanda
Girish Varma
37
0
0
09 Sep 2024
Unleashing the Power of Generic Segmentation Models: A Simple Baseline
  for Infrared Small Target Detection
Unleashing the Power of Generic Segmentation Models: A Simple Baseline for Infrared Small Target Detection
Mingjin Zhang
Chi Zhang
Qiming Zhang
Yunsong Li
Xinbo Gao
Jing Zhang
VLM
30
3
0
07 Sep 2024
iSeg: An Iterative Refinement-based Framework for Training-free
  Segmentation
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation
Lin Sun
Jiale Cao
J. Xie
F. Khan
Yanwei Pang
DiffM
43
1
0
05 Sep 2024
A Simple and Generalist Approach for Panoptic Segmentation
A Simple and Generalist Approach for Panoptic Segmentation
Nedyalko Prisadnikov
Wouter Van Gansbeke
Danda Pani Paudel
Luc Van Gool
VLM
43
0
0
29 Aug 2024
Rethinking Video Segmentation with Masked Video Consistency: Did the
  Model Learn as Intended?
Rethinking Video Segmentation with Masked Video Consistency: Did the Model Learn as Intended?
Chen Liang
Qiang Guo
Xiaochao Qu
Luoqi Liu
Ting Liu
VOS
34
0
0
20 Aug 2024
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient
  Semantic Segmentation
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation
Beoungwoo Kang
Seunghun Moon
Yubin Cho
Hyunwoo Yu
Suk-Ju Kang
ViT
MedIm
26
8
0
14 Aug 2024
MacFormer: Semantic Segmentation with Fine Object Boundaries
MacFormer: Semantic Segmentation with Fine Object Boundaries
Guoan Xu
Wenfeng Huang
Tao Wu
Ligeng Chen
Wenjing Jia
Guangwei Gao
Xiatian Zhu
Stuart W. Perry
40
0
0
11 Aug 2024
WAS: Dataset and Methods for Artistic Text Segmentation
WAS: Dataset and Methods for Artistic Text Segmentation
Xudong Xie
Yuzhe Li
Yang Liu
Zhifei Zhang
Zhaowen Wang
Wei Xiong
Xiang Bai
DiffM
50
2
0
31 Jul 2024
MTA-CLIP: Language-Guided Semantic Segmentation with Mask-Text Alignment
MTA-CLIP: Language-Guided Semantic Segmentation with Mask-Text Alignment
Anurag Das
Xinting Hu
Li Jiang
Bernt Schiele
VLM
46
3
0
31 Jul 2024
Strike a Balance in Continual Panoptic Segmentation
Strike a Balance in Continual Panoptic Segmentation
Jinpeng Chen
Runmin Cong
Yuxuan Luo
H. Ip
Sam Kwong
40
4
0
23 Jul 2024
SAM-CP: Marrying SAM with Composable Prompts for Versatile Segmentation
SAM-CP: Marrying SAM with Composable Prompts for Versatile Segmentation
Pengfei Chen
Lingxi Xie
Xinyue Huo
Xuehui Yu
Xiaopeng Zhang
Yingfei Sun
Zhenjun Han
Qi Tian
VLM
68
1
0
23 Jul 2024
Early Preparation Pays Off: New Classifier Pre-tuning for Class
  Incremental Semantic Segmentation
Early Preparation Pays Off: New Classifier Pre-tuning for Class Incremental Semantic Segmentation
Zhengyuan Xie
Haiquan Lu
Jia-Wen Xiao
Enguang Wang
Le Zhang
Xialei Liu
CLL
31
2
0
19 Jul 2024
GTPT: Group-based Token Pruning Transformer for Efficient Human Pose
  Estimation
GTPT: Group-based Token Pruning Transformer for Efficient Human Pose Estimation
Haonan Wang
Jie Liu
Jie Tang
Gangshan Wu
Bo Xu
Y. Kevin Chou
Yong Wang
ViT
36
2
0
15 Jul 2024
Joint-Embedding Predictive Architecture for Self-Supervised Learning of
  Mask Classification Architecture
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture
Donghee Kim
Sungduk Cho
Hyeonwoo Cho
Chanmin Park
Jinyoung Kim
Won Hwa Kim
44
0
0
15 Jul 2024
WPS-SAM: Towards Weakly-Supervised Part Segmentation with Foundation
  Models
WPS-SAM: Towards Weakly-Supervised Part Segmentation with Foundation Models
Xin-Jian Wu
Rui-Song Zhang
Jie Qin
Shijie Ma
Cheng-Lin Liu
VLM
29
1
0
14 Jul 2024
Background Adaptation with Residual Modeling for Exemplar-Free
  Class-Incremental Semantic Segmentation
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation
Anqi Zhang
Guangyu Gao
CLL
VLM
35
4
0
13 Jul 2024
Explore the Potential of CLIP for Training-Free Open Vocabulary Semantic
  Segmentation
Explore the Potential of CLIP for Training-Free Open Vocabulary Semantic Segmentation
Tong Shao
Zhuotao Tian
Hang Zhao
Jingyong Su
VLM
36
15
0
11 Jul 2024
Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images
Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images
Kazi Sajeed Mehrab
M. Maruf
Arka Daw
Harish Babu Manogaran
Abhilash Neog
...
Paula Mabee
Wasila Dahdul
Anuj Karpatne
Wasila M Dahdul
Anuj Karpatne
33
4
0
10 Jul 2024
CaRe-Ego: Contact-aware Relationship Modeling for Egocentric Interactive Hand-object Segmentation
CaRe-Ego: Contact-aware Relationship Modeling for Egocentric Interactive Hand-object Segmentation
Yuejiao Su
Yi Wang
Lap-Pui Chau
62
1
0
08 Jul 2024
CPM: Class-conditional Prompting Machine for Audio-visual Segmentation
CPM: Class-conditional Prompting Machine for Audio-visual Segmentation
Yuanhong Chen
Chong Wang
Yuyuan Liu
Hu Wang
Gustavo Carneiro
40
2
0
07 Jul 2024
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images
Weiyi Xie
Nathalie Willems
Shubham Patil
Yang Li
Mayank Kumar
54
13
0
05 Jul 2024
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling
Minghao Zhou
Hong Wang
Yefeng Zheng
Deyu Meng
24
1
0
02 Jul 2024
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