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Superpixels: An Evaluation of the State-of-the-Art
v1v2v3 (latest)

Superpixels: An Evaluation of the State-of-the-Art

6 December 2016
David Stutz
Alexander Hermans
Bastian Leibe
    SupR
ArXiv (abs)PDFHTML

Papers citing "Superpixels: An Evaluation of the State-of-the-Art"

50 / 85 papers shown
Semantic segmentation with coarse annotations
Semantic segmentation with coarse annotations
Jort de Jong
Mike Holenderski
80
0
0
17 Oct 2025
Generalized Shortest Path-based Superpixels for 3D Spherical Image Segmentation
Generalized Shortest Path-based Superpixels for 3D Spherical Image Segmentation
Rémi Giraud
Rodrigo Borba Pinheiro
Y. Berthoumieu
123
0
0
24 Sep 2025
Superpixel Anything: A general object-based framework for accurate yet regular superpixel segmentation
Superpixel Anything: A general object-based framework for accurate yet regular superpixel segmentation
Julien Walther
Rémi Giraud
Michael Clement
VLM
144
0
0
16 Sep 2025
How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks
How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks
Rahul Ramachandran
Ali Garjani
Roman Bachmann
Andrei Atanov
Oğuzhan Fatih Kar
Amir Zamir
MLLMVLMLRM
217
11
0
02 Jul 2025
Superpixel Segmentation: A Long-Lasting Ill-Posed Problem
Superpixel Segmentation: A Long-Lasting Ill-Posed Problem
Rémi Giraud
Michael Clement
223
2
0
10 Nov 2024
A comprehensive review and new taxonomy on superpixel segmentation
A comprehensive review and new taxonomy on superpixel segmentationACM Computing Surveys (ACM CSUR), 2024
I. B. Barcelos
F. de C. Belém
L. de M. João
Z. K. G. do Patrocínio Jr.
A. X. Falcão
S. J. F. Guimarães
273
34
0
27 Sep 2024
Few-Shot Medical Image Segmentation with Large Kernel Attention
Few-Shot Medical Image Segmentation with Large Kernel Attention
Sissi Xiaoxiao Wu
Xiaowei Chen
Zhenguo Gao
Shulei Qu
Yuanyuan Qiu
200
0
0
27 Jul 2024
Hierarchical Homogeneity-Based Superpixel Segmentation: Application to
  Hyperspectral Image Analysis
Hierarchical Homogeneity-Based Superpixel Segmentation: Application to Hyperspectral Image Analysis
Luciano C. Ayres
Sérgio J. M. de Almeida
José C. M. Bermudez
R. Borsoi
150
1
0
22 Jul 2024
OpenESS: Event-based Semantic Scene Understanding with Open Vocabularies
OpenESS: Event-based Semantic Scene Understanding with Open VocabulariesComputer Vision and Pattern Recognition (CVPR), 2024
Lingdong Kong
You-Chen Liu
Lai Xing Ng
Benoit R. Cottereau
Wei Tsang Ooi
VLM
243
33
0
08 May 2024
Learning Invariant Inter-pixel Correlations for Superpixel Generation
Learning Invariant Inter-pixel Correlations for Superpixel Generation
Sen Xu
Shikui Wei
Tao Ruan
Lixin Liao
SupR
208
10
0
28 Feb 2024
Subobject-level Image Tokenization
Subobject-level Image Tokenization
Delong Chen
Samuel Cahyawijaya
Jianfeng Liu
Baoyuan Wang
Pascale Fung
VLMOCL
638
19
0
22 Feb 2024
Rethinking Superpixel Segmentation from Biologically Inspired Mechanisms
Rethinking Superpixel Segmentation from Biologically Inspired MechanismsApplied Soft Computing (Appl. Soft Comput.), 2023
Ting Zhao
Bo Peng
Yuan Sun
Daipeng Yang
ZhenGuang Zhange
Xi Wu
298
9
0
23 Sep 2023
Active Learning for Semantic Segmentation with Multi-class Label Query
Active Learning for Semantic Segmentation with Multi-class Label QueryNeural Information Processing Systems (NeurIPS), 2023
S. Hwang
Sohyun Lee
Hoyoung Kim
Minhyeon Oh
Jungseul Ok
Suha Kwak
VLM
282
13
0
17 Sep 2023
Superpixels algorithms through network community detection
Superpixels algorithms through network community detection
Anthony Perez
120
0
0
27 Aug 2023
Enhancing Nucleus Segmentation with HARU-Net: A Hybrid Attention Based
  Residual U-Blocks Network
Enhancing Nucleus Segmentation with HARU-Net: A Hybrid Attention Based Residual U-Blocks Network
Junzhou Chen
Qian Huang
Yuling Chen
Linyi Qian
Che-Sheng Yu
190
4
0
07 Aug 2023
A Novel Explainable Artificial Intelligence Model in Image
  Classification problem
A Novel Explainable Artificial Intelligence Model in Image Classification problem
Quoc Hung Cao
Hung Truong Thanh Nguyen
V. Nguyen
Xuan Phong Nguyen
VLM
172
7
0
09 Jul 2023
CLUSTSEG: Clustering for Universal Segmentation
CLUSTSEG: Clustering for Universal SegmentationInternational Conference on Machine Learning (ICML), 2023
James Liang
Tianfei Zhou
Dongfang Liu
Wenguan Wang
VLM
327
76
0
03 May 2023
SuperpixelGraph: Semi-automatic generation of building footprint through
  semantic-sensitive superpixel and neural graph networks
SuperpixelGraph: Semi-automatic generation of building footprint through semantic-sensitive superpixel and neural graph networksInternational Journal of Applied Earth Observation and Geoinformation (JAEOG), 2023
Haojia Yu
Han Hu
Bo Xu
Qisen Shang
Zhendong Wang
Qing Zhu
210
5
0
12 Apr 2023
Spatio-Temporal driven Attention Graph Neural Network with Block
  Adjacency matrix (STAG-NN-BA)
Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA)
U. Nazir
W. Islam
M. Taj
248
3
0
25 Mar 2023
Connectivity-constrained Interactive Panoptic Segmentation
Connectivity-constrained Interactive Panoptic Segmentation
Ruobing Shen
Bo Tang
Andrea Lodi
Ismail Ben Ayed
T. Guthier
139
1
0
13 Dec 2022
Few-shot Medical Image Segmentation with Cycle-resemblance Attention
Few-shot Medical Image Segmentation with Cycle-resemblance AttentionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Hao Ding
Changchang Sun
Hao Tang
Dawen Cai
Yan Yan
200
70
0
07 Dec 2022
Component Segmentation of Engineering Drawings Using Graph Convolutional
  Networks
Component Segmentation of Engineering Drawings Using Graph Convolutional Networks
Wentai Zhang
Joe Joseph
Yueyan Yin
Liuyue Xie
T. Furuhata
Soji Yamakawa
Kenji Shimada
Levent Burak Kara
190
20
0
01 Dec 2022
Towards Formal XAI: Formally Approximate Minimal Explanations of Neural
  Networks
Towards Formal XAI: Formally Approximate Minimal Explanations of Neural NetworksInternational Conference on Tools and Algorithms for Construction and Analysis of Systems (TACAS), 2022
Shahaf Bassan
Guy Katz
FAttAAML
284
44
0
25 Oct 2022
BoxShrink: From Bounding Boxes to Segmentation Masks
BoxShrink: From Bounding Boxes to Segmentation Masks
M. Gröger
V. Borisov
Gjergji Kasneci
OOD
125
9
0
05 Aug 2022
GraphVid: It Only Takes a Few Nodes to Understand a Video
GraphVid: It Only Takes a Few Nodes to Understand a VideoEuropean Conference on Computer Vision (ECCV), 2022
Eitan Kosman
Dotan Di Castro
GNN
243
5
0
04 Jul 2022
HCFormer: Unified Image Segmentation with Hierarchical Clustering
HCFormer: Unified Image Segmentation with Hierarchical Clustering
Teppei Suzuki
338
1
0
20 May 2022
Efficient Multiscale Object-based Superpixel Framework
Efficient Multiscale Object-based Superpixel FrameworkJournal of the Brazilian Computer Society (JBCS), 2022
Felipe Belém
B. Perret
J. Cousty
S. Guimarães
A. X. Falcão
148
9
0
07 Apr 2022
Multi-Scale Representation Learning on Proteins
Multi-Scale Representation Learning on ProteinsNeural Information Processing Systems (NeurIPS), 2022
Vignesh Ram Somnath
Charlotte Bunne
Andreas Krause
187
110
0
04 Apr 2022
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through
  Self-Supervision With Supervoxels
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels
Stine Hansen
Srishti Gautam
Robert Jenssen
Michael C. Kampffmeyer
319
122
0
03 Mar 2022
Image Classification using Graph Neural Network and Multiscale Wavelet
  Superpixels
Image Classification using Graph Neural Network and Multiscale Wavelet SuperpixelsPattern Recognition Letters (PR), 2022
V. Vasudevan
M. Bassenne
Md Tauhidul Islam
Lei Xing
143
42
0
29 Jan 2022
Improving Robustness with Image Filtering
Improving Robustness with Image Filtering
M. Terzi
Mattia Carletti
Gian Antonio Susto
AAML
125
1
0
21 Dec 2021
MSP : Refine Boundary Segmentation via Multiscale Superpixel
MSP : Refine Boundary Segmentation via Multiscale Superpixel
Jie Zhu
Huabin Huang
Banghuai Li
Yong Liu
Leye Wang
158
1
0
03 Dec 2021
SIN:Superpixel Interpolation Network
SIN:Superpixel Interpolation Network
Qing Yuan
Songfeng Lu
Yan Huang
Wuxin Sha
SupR
139
8
0
17 Oct 2021
Generating Superpixels for High-resolution Images with Decoupled Patch
  Calibration
Generating Superpixels for High-resolution Images with Decoupled Patch Calibration
Yaxiong Wang
Yuchao Wei
Xueming Qian
Li Zhu
Yi Yang
SupR
139
0
0
19 Aug 2021
DeepFH Segmentations for Superpixel-based Object Proposal Refinement
DeepFH Segmentations for Superpixel-based Object Proposal RefinementImage and Vision Computing (IVC), 2021
Christian Wilms
Simone Frintrop
SSeg
173
6
0
07 Aug 2021
Superevents: Towards Native Semantic Segmentation for Event-based
  Cameras
Superevents: Towards Native Semantic Segmentation for Event-based CamerasInternational Conference on Systems (ICONS), 2021
Weng Fei Low
A. Sonthalia
Zhi Gao
André van Schaik
Bharath Ramesh
181
11
0
13 May 2021
A survey of image labelling for computer vision applications
A survey of image labelling for computer vision applicationsThe Journal of Business Analysis (JBA), 2021
Christoph Sager
Christian Janiesch
Patrick Zschech
VLM
310
84
0
18 Apr 2021
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation
Adaptive Prototype Learning and Allocation for Few-Shot SegmentationComputer Vision and Pattern Recognition (CVPR), 2021
Gen Li
Varun Jampani
Laura Sevilla-Lara
Deqing Sun
Jonghyun Kim
Joongkyu Kim
315
455
0
05 Apr 2021
The Weakly-Labeled Rand Index
The Weakly-Labeled Rand Index
Dylan Stewart
Anna Hampton
A. Zare
Jeff Dale
James M. Keller
142
4
0
08 Mar 2021
Implicit Integration of Superpixel Segmentation into Fully Convolutional
  Networks
Implicit Integration of Superpixel Segmentation into Fully Convolutional Networks
Teppei Suzuki
SupRSSeg
150
3
0
05 Mar 2021
Unsupervised semantic discovery through visual patterns detection
Unsupervised semantic discovery through visual patterns detectionInternational Workshop on Structural and Syntactic Pattern Recognition (SSPR), 2021
Francesco Pelosin
A. Gasparetto
A. Albarelli
A. Torsello
127
1
0
24 Feb 2021
Superpixel-based Refinement for Object Proposal Generation
Superpixel-based Refinement for Object Proposal GenerationInternational Conference on Pattern Recognition (ICPR), 2021
Christian Wilms
Simone Frintrop
SSegSupR
226
6
0
12 Jan 2021
Power-SLIC: Fast Superpixel Segmentations by Diagrams
Power-SLIC: Fast Superpixel Segmentations by Diagrams
Max Fiedler
A. Alpers
167
5
0
22 Dec 2020
Refining Semantic Segmentation with Superpixel by Transparent
  Initialization and Sparse Encoder
Refining Semantic Segmentation with Superpixel by Transparent Initialization and Sparse Encoder
Zhiwei Xu
Thalaiyasingam Ajanthan
Leonid Sigal
211
1
0
09 Oct 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image
  Segmentation without Annotation
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without AnnotationEuropean Conference on Computer Vision (ECCV), 2020
Cheng Ouyang
C. Biffi
Chen Chen
Turkay Kart
Huaqi Qiu
Daniel Rueckert
241
249
0
20 Jul 2020
Superpixel Segmentation using Dynamic and Iterative Spanning Forest
Superpixel Segmentation using Dynamic and Iterative Spanning ForestIEEE Signal Processing Letters (IEEE SPL), 2020
F. Belém
S. Guimarães
A. X. Falcão
128
32
0
08 Jul 2020
Guided interactive image segmentation using machine learning and color
  based data set clustering
Guided interactive image segmentation using machine learning and color based data set clustering
A. Friebel
T. Johann
D. Drasdo
S. Hoehme
138
2
0
15 May 2020
Probabilistic Semantic Segmentation Refinement by Monte Carlo Region
  Growing
Probabilistic Semantic Segmentation Refinement by Monte Carlo Region Growing
P. Dias
Henry Medeiros
UQCV
150
3
0
12 May 2020
Superpixel Segmentation with Fully Convolutional Networks
Superpixel Segmentation with Fully Convolutional NetworksComputer Vision and Pattern Recognition (CVPR), 2020
Fengting Yang
Qian Sun
Hailin Jin
Zihan Zhou
SSeg
168
228
0
29 Mar 2020
Multi-Scale Superpatch Matching using Dual Superpixel Descriptors
Multi-Scale Superpatch Matching using Dual Superpixel DescriptorsPattern Recognition Letters (Pattern Recognit. Lett.), 2020
Rémi Giraud
Merlin Boyer
Michael Clement
SupR
171
2
0
09 Mar 2020
12
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