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Unsupervised Feature Learning by Cross-Level Instance-Group
  Discrimination
v1v2v3v4v5 (latest)

Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination

Computer Vision and Pattern Recognition (CVPR), 2020
9 August 2020
Xudong Wang
Ziwei Liu
Stella X. Yu
    SSL
ArXiv (abs)PDFHTMLGithub (101★)

Papers citing "Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination"

48 / 48 papers shown
Contrastive Cross-Bag Augmentation for Multiple Instance Learning-based Whole Slide Image Classification
Contrastive Cross-Bag Augmentation for Multiple Instance Learning-based Whole Slide Image Classification
Bo Zhang
Xu Xinan
Shuo Yan
Yu Bai
Zheng Zhang
Wufan Wang
Wendong Wang
94
0
0
05 Aug 2025
AGA: An adaptive group alignment framework for structured medical cross-modal representation learning
AGA: An adaptive group alignment framework for structured medical cross-modal representation learningKnowledge-Based Systems (KBS), 2025
Wei Li
Xun Gong
Jiao Li
Xiaobin Sun
AI4TS
228
0
0
31 Jul 2025
Gene-DML: Dual-Pathway Multi-Level Discrimination for Gene Expression Prediction from Histopathology Images
Gene-DML: Dual-Pathway Multi-Level Discrimination for Gene Expression Prediction from Histopathology Images
Yaxuan Song
Jianan Fan
Hang Chang
Weidong (Tom) Cai
AI4CE
253
0
0
19 Jul 2025
The Dynamic Duo of Collaborative Masking and Target for Advanced Masked
  Autoencoder Learning
The Dynamic Duo of Collaborative Masking and Target for Advanced Masked Autoencoder LearningAAAI Conference on Artificial Intelligence (AAAI), 2024
Shentong Mo
315
1
0
23 Dec 2024
Visual Lexicon: Rich Image Features in Language Space
Visual Lexicon: Rich Image Features in Language SpaceComputer Vision and Pattern Recognition (CVPR), 2024
Xudong Wang
Xingyi Zhou
Alireza Fathi
Trevor Darrell
Cordelia Schmid
VLM
271
10
0
09 Dec 2024
Connecting Joint-Embedding Predictive Architecture with Contrastive
  Self-supervised Learning
Connecting Joint-Embedding Predictive Architecture with Contrastive Self-supervised LearningNeural Information Processing Systems (NeurIPS), 2024
Shentong Mo
Shengbang Tong
407
13
0
25 Oct 2024
Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning:
  From InfoNCE to Kernel-Based Losses
Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses
Panagiotis Koromilas
Giorgos Bouritsas
Theodoros Giannakopoulos
M. Nicolaou
Yannis Panagakis
323
7
0
28 May 2024
Topic Modeling as Multi-Objective Contrastive Optimization
Topic Modeling as Multi-Objective Contrastive OptimizationInternational Conference on Learning Representations (ICLR), 2024
Thong Nguyen
Xiaobao Wu
Xinshuai Dong
Cong-Duy Nguyen
See-Kiong Ng
Anh Tuan Luu
375
11
0
12 Feb 2024
Rethinking Patch Dependence for Masked Autoencoders
Rethinking Patch Dependence for Masked Autoencoders
Letian Fu
Long Lian
Renhao Wang
Baifeng Shi
Xudong Wang
Adam Yala
Trevor Darrell
Alexei A. Efros
Ken Goldberg
433
39
0
25 Jan 2024
Towards Efficient and Effective Deep Clustering with Dynamic Grouping
  and Prototype Aggregation
Towards Efficient and Effective Deep Clustering with Dynamic Grouping and Prototype Aggregation
Hai-Xin Zhang
Dong Huang
248
0
0
24 Jan 2024
Unsupervised Universal Image Segmentation
Unsupervised Universal Image Segmentation
Dantong Niu
Xudong Wang
Xinyang Han
Long Lian
Roei Herzig
Trevor Darrell
VLM
341
43
0
28 Dec 2023
Revisiting Foreground and Background Separation in Weakly-supervised
  Temporal Action Localization: A Clustering-based Approach
Revisiting Foreground and Background Separation in Weakly-supervised Temporal Action Localization: A Clustering-based Approach
Qinying Liu
Zilei Wang
Shenghai Rong
Junjie Li
Y. Zhang
417
18
0
21 Dec 2023
Exploring Data Augmentations on Self-/Semi-/Fully- Supervised
  Pre-trained Models
Exploring Data Augmentations on Self-/Semi-/Fully- Supervised Pre-trained Models
Shentong Mo
Zhun Sun
Chao Li
168
2
0
28 Oct 2023
VideoCutLER: Surprisingly Simple Unsupervised Video Instance
  Segmentation
VideoCutLER: Surprisingly Simple Unsupervised Video Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2023
Xudong Wang
Ishan Misra
Ziyun Zeng
Rohit Girdhar
Trevor Darrell
253
37
0
28 Aug 2023
Subclass-balancing Contrastive Learning for Long-tailed Recognition
Subclass-balancing Contrastive Learning for Long-tailed RecognitionIEEE International Conference on Computer Vision (ICCV), 2023
Chengkai Hou
Jieyu Zhang
Hong Wang
Wanrong Zhu
282
49
0
28 Jun 2023
FLSL: Feature-level Self-supervised Learning
FLSL: Feature-level Self-supervised LearningNeural Information Processing Systems (NeurIPS), 2023
Qing Su
Anton Netchaev
Hai Helen Li
Shihao Ji
497
9
0
09 Jun 2023
SSL-CPCD: Self-supervised learning with composite pretext-class
  discrimination for improved generalisability in endoscopic image analysis
SSL-CPCD: Self-supervised learning with composite pretext-class discrimination for improved generalisability in endoscopic image analysisIEEE Transactions on Medical Imaging (TMI), 2023
Ziang Xu
J. Rittscher
Sharib Ali
355
12
0
31 May 2023
MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset
MaskCon: Masked Contrastive Learning for Coarse-Labelled DatasetComputer Vision and Pattern Recognition (CVPR), 2023
Chen Feng
Ioannis Patras
284
22
0
22 Mar 2023
Continuous Learning for Android Malware Detection
Continuous Learning for Android Malware DetectionUSENIX Security Symposium (USENIX Security), 2023
Yizheng Chen
Zhoujie Ding
David Wagner
463
75
0
08 Feb 2023
Cut and Learn for Unsupervised Object Detection and Instance
  Segmentation
Cut and Learn for Unsupervised Object Detection and Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2023
Xudong Wang
Rohit Girdhar
Stella X. Yu
Ishan Misra
VLM
343
257
0
26 Jan 2023
Semi-supervised Fashion Compatibility Prediction by Color Distortion
  Prediction
Semi-supervised Fashion Compatibility Prediction by Color Distortion Prediction
L. Xiao
T. Yamasaki
259
1
0
27 Dec 2022
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for
  Multivariate Time Series
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time SeriesAAAI Conference on Artificial Intelligence (AAAI), 2022
Qianwen Meng
Hangwei Qian
Yong Liu
Li-zhen Cui
Yonghui Xu
Zhiqi Shen
AI4TS
482
53
0
02 Dec 2022
Boosting Novel Category Discovery Over Domains with Soft Contrastive
  Learning and All-in-One Classifier
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All-in-One ClassifierIEEE International Conference on Computer Vision (ICCV), 2022
Z. Zang
Lei Shang
Senqiao Yang
Haiwei Yang
Baigui Sun
Xuansong Xie
Stan Z. Li
474
30
0
21 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms,
  Challenges, and Future Works
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future WorksIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Chao Tao
Ji Qi
Mingning Guo
Qing Zhu
Haifeng Li
SSL
302
86
0
15 Nov 2022
Rare Wildlife Recognition with Self-Supervised Representation Learning
Rare Wildlife Recognition with Self-Supervised Representation Learning
Xiaochen Zheng
SSL
225
2
0
29 Oct 2022
Twin Contrastive Learning for Online Clustering
Twin Contrastive Learning for Online ClusteringInternational Journal of Computer Vision (IJCV), 2022
Yunfan Li
Mouxing Yang
Dezhong Peng
Taihao Li
Jian-Tao Huang
Xiaocui Peng
349
152
0
21 Oct 2022
Rethinking Prototypical Contrastive Learning through Alignment,
  Uniformity and Correlation
Rethinking Prototypical Contrastive Learning through Alignment, Uniformity and CorrelationBritish Machine Vision Conference (BMVC), 2022
Shentong Mo
Zhun Sun
Chao Li
153
13
0
18 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual
  Representation Learning
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation LearningNeural Information Processing Systems (NeurIPS), 2022
Fuying Wang
Yuyin Zhou
Shujun Wang
V. Vardhanabhuti
Lequan Yu
378
244
0
12 Oct 2022
Learning Hierarchical Image Segmentation For Recognition and By
  Recognition
Learning Hierarchical Image Segmentation For Recognition and By RecognitionInternational Conference on Learning Representations (ICLR), 2022
Tsung-Wei Ke
Sangwoo Mo
Stella X. Yu
VLM
607
20
0
01 Oct 2022
Multimodal contrastive learning for remote sensing tasks
Multimodal contrastive learning for remote sensing tasks
Umang Jain
Alex Wilson
Varun Gulshan
SSL
323
31
0
06 Sep 2022
Automatically Discovering Novel Visual Categories with Self-supervised
  Prototype Learning
Automatically Discovering Novel Visual Categories with Self-supervised Prototype LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Lu Zhang
Lu Qi
Xu Yang
Hong Qiao
Ming-Hsuan Yang
Zhiyong Liu
SSL
252
9
0
01 Aug 2022
Deep Image Clustering with Contrastive Learning and Multi-scale Graph
  Convolutional Networks
Deep Image Clustering with Contrastive Learning and Multi-scale Graph Convolutional NetworksPattern Recognition (Pattern Recogn.), 2022
Yuan Xu
Dong Huang
Changdong Wang
Jianhuang Lai
SSL
294
36
0
14 Jul 2022
Unsupervised Visual Representation Learning by Synchronous Momentum
  Grouping
Unsupervised Visual Representation Learning by Synchronous Momentum GroupingEuropean Conference on Computer Vision (ECCV), 2022
Bo Pang
Yifan Zhang
Yaoyi Li
Jia Cai
Cewu Lu
SSL
270
37
0
13 Jul 2022
Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive
  Representation Learning
Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive Representation Learning
Ali Lotfi-Rezaabad
Sidharth Kumar
S. Vishwanath
Jonathan I. Tamir
SSL
178
1
0
21 Jun 2022
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep
  Neural Networks
DeepCluE: Enhanced Image Clustering via Multi-layer Ensembles in Deep Neural Networks
Dong Huang
Ding Chen
Xiang Chen
Changdong Wang
Jianhuang Lai
325
4
0
01 Jun 2022
Unsupervised Hierarchical Semantic Segmentation with Multiview
  Cosegmentation and Clustering Transformers
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering TransformersComputer Vision and Pattern Recognition (CVPR), 2022
Tsung-Wei Ke
Jyh-Jing Hwang
Yunhui Guo
Xudong Wang
Stella X. Yu
254
58
0
25 Apr 2022
Revisiting a kNN-based Image Classification System with High-capacity
  Storage
Revisiting a kNN-based Image Classification System with High-capacity StorageEuropean Conference on Computer Vision (ECCV), 2022
K. Nakata
Youyang Ng
Daisuke Miyashita
A. Maki
Yu Lin
J. Deguchi
295
32
0
03 Apr 2022
Weak Augmentation Guided Relational Self-Supervised Learning
Weak Augmentation Guided Relational Self-Supervised LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Mingkai Zheng
Shan You
Fei Wang
Chao Qian
Changshui Zhang
Xiaogang Wang
Chang Xu
378
6
0
16 Mar 2022
Energy-Based Contrastive Learning of Visual Representations
Energy-Based Contrastive Learning of Visual RepresentationsNeural Information Processing Systems (NeurIPS), 2022
Beomsu Kim
Jong Chul Ye
357
23
0
10 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding
HCSC: Hierarchical Contrastive Selective CodingComputer Vision and Pattern Recognition (CVPR), 2022
Yuanfan Guo
Minghao Xu
Jiawen Li
Bingbing Ni
Xuanyu Zhu
Zhenbang Sun
Yi Tian Xu
408
92
0
01 Feb 2022
Debiased Learning from Naturally Imbalanced Pseudo-Labels
Debiased Learning from Naturally Imbalanced Pseudo-LabelsComputer Vision and Pattern Recognition (CVPR), 2022
Xudong Wang
Zhi-Li Wu
Long Lian
Stella X. Yu
369
143
0
05 Jan 2022
Constrained Mean Shift Using Distant Yet Related Neighbors for
  Representation Learning
Constrained Mean Shift Using Distant Yet Related Neighbors for Representation Learning
K. Navaneet
Soroush Abbasi Koohpayegani
Ajinkya Tejankar
Kossar Pourahmadi
Akshayvarun Subramanya
Hamed Pirsiavash
SSL
315
8
0
08 Dec 2021
Learning Representation for Clustering via Prototype Scattering and
  Positive Sampling
Learning Representation for Clustering via Prototype Scattering and Positive Sampling
Zhizhong Huang
Jie Chen
Junping Zhang
Hongming Shan
217
141
0
23 Nov 2021
Unsupervised Selective Labeling for More Effective Semi-Supervised
  Learning
Unsupervised Selective Labeling for More Effective Semi-Supervised Learning
Xudong Wang
Long Lian
Stella X. Yu
737
42
0
06 Oct 2021
Self-Supervised Pretraining and Controlled Augmentation Improve Rare
  Wildlife Recognition in UAV Images
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images
Xiaochen Zheng
B. Kellenberger
R. Gong
I. Hajnsek
D. Tuia
160
17
0
17 Aug 2021
Improving Contrastive Learning by Visualizing Feature Transformation
Improving Contrastive Learning by Visualizing Feature TransformationIEEE International Conference on Computer Vision (ICCV), 2021
Rui Zhu
Bingchen Zhao
Jingen Liu
Zhenglong Sun
Chen Chen
SSL
372
85
0
06 Aug 2021
Contrastive Learning with Stronger Augmentations
Contrastive Learning with Stronger AugmentationsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Tianlin Li
Guo-Jun Qi
CLL
373
305
0
15 Apr 2021
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCLSSL
1.5K
4,857
0
17 Jun 2020
1
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